Importing the necessary libraries:
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
import cv2
import tensorflow as tf
import os
import keras
from keras.layers import Dense,Conv2D,Dropout,BatchNormalization,Activation,Flatten,MaxPool2D,Input,LeakyReLU
from keras.models import Sequential
from keras.activations import relu
from keras.optimizers import Adam,RMSprop,SGD
from keras.preprocessing.image import ImageDataGenerator
#from keras.utils import to_categorical
import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
from keras.applications.vgg16 import VGG16
from sklearn import svm
from keras.preprocessing import image
import xgboost
from sklearn.linear_model import LogisticRegression
from sklearn.metrics import accuracy_score
import os
import cv2
from sklearn.model_selection import train_test_split
import sklearn.preprocessing as sk
%matplotlib inline
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
import cv2
Importing the train data:
!gdown --id 1saZ-xa27Sr8iWOjh9qy5HPwgu1GHRki8&export=download
Downloading... From: https://drive.google.com/uc?id=1saZ-xa27Sr8iWOjh9qy5HPwgu1GHRki8 To: /content/Part 1- Train data - images.npy 1.36GB [00:11, 120MB/s]
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
import cv2
import tensorflow as tf
import os
import keras
from keras.layers import Dense,Conv2D,Dropout,BatchNormalization,Activation,Flatten,MaxPool2D,Input,LeakyReLU
from keras.models import Sequential
from keras.activations import relu
from keras.optimizers import Adam,RMSprop,SGD
from keras.preprocessing.image import ImageDataGenerator
#from keras.utils import to_categorical
import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
from keras.applications.vgg16 import VGG16
from sklearn import svm
from keras.preprocessing import image
import xgboost
from sklearn.linear_model import LogisticRegression
from sklearn.metrics import accuracy_score
import os
import cv2
from sklearn.model_selection import train_test_split
import sklearn.preprocessing as sk
%matplotlib inline
Loading the imported data into an array:
data=np.load('Part 1- Train data - images.npy',allow_pickle=True)
data.shape
(409, 2)
data[1][1]
[{'imageHeight': 697,
'imageWidth': 1280,
'label': ['Face'],
'notes': '',
'points': [{'x': 0.7053087757313109, 'y': 0.23260437375745527},
{'x': 0.7692307692307693, 'y': 0.36182902584493043}]}]
IMAGE_WIDTH = 224
IMAGE_HEIGHT = 224
IMAGE_WIDTH = 128
IMAGE_HEIGHT = 128
data[272][0].shape
(350, 650)
for i in range(0,len(data)):
#print(i)
if len(data[i][0].shape)==3:
if data[i][0].shape[2]!=3:
print(data[i][0].shape[2])
if len(data[i][0].shape)==2:
print(i)
print(data[i][0].shape)
4 4 4 4 4 4 4 4 4 272 (350, 650) 4 4
import cv2
from tensorflow.keras.applications.mobilenet import preprocess_input
masks = np.zeros((int(data.shape[0]), IMAGE_HEIGHT, IMAGE_WIDTH))
X_train = np.zeros((int(data.shape[0]), IMAGE_HEIGHT, IMAGE_WIDTH, 3))
for index in range(data.shape[0]):
img = data[index][0]
img = cv2.resize(img, dsize=(IMAGE_HEIGHT, IMAGE_WIDTH), interpolation=cv2.INTER_CUBIC)
try:
img = img[:, :, :3]
except:
continue
X_train[index] = preprocess_input(np.array(img, dtype=np.float32))
for i in data[index][1]:
x1 = int(i["points"][0]['x'] * IMAGE_WIDTH)
x2 = int(i["points"][1]['x'] * IMAGE_WIDTH)
y1 = int(i["points"][0]['y'] * IMAGE_HEIGHT)
y2 = int(i["points"][1]['y'] * IMAGE_HEIGHT)
masks[index][y1:y2, x1:x2] = 1
X_train2 = np.zeros((1, IMAGE_HEIGHT, IMAGE_WIDTH, 3))
for index in range(272,273):
img = data[index][0]
img = cv2.resize(img, dsize=(IMAGE_HEIGHT, IMAGE_WIDTH), interpolation=cv2.INTER_CUBIC)
try:
img = img[:, :, :3]
except:
continue
X_train2[0] = preprocess_input(np.array(img, dtype=np.float32))
X_train2[0].shape
(224, 224, 3)
plt.imshow(X_train1[272])
<matplotlib.image.AxesImage at 0x7f31ec0c73d0>
mask = np.zeros([image_height, image_width], dtype='float32')
for i in range(len(bboxes)):
bbox = bboxes[i]
x0, x1 = int(bbox[1]), int(bbox[3])
y0, y1 = int(bbox[0]), int(bbox[2])
mask[x0:x1, y0:y1] = 1
Preprocessing the image data and saving the input and output masks in separate arrays: i)All the input images are resized and reshaped to a uniform shape of (224,224,3) regardless of whether they are 4-channel,3-channel or 1-channel images. ii)The bounding box coordinates are scaled up as per the required image height and widths and the binary masks are created using these coordinates where mask pixels are set to 1 while the rest of the pixels are set to 0.
import cv2
from tensorflow.keras.applications.mobilenet import preprocess_input
masks = np.zeros((int(data.shape[0]), IMAGE_HEIGHT, IMAGE_WIDTH))
X_train1 = np.zeros((int(data.shape[0]), IMAGE_HEIGHT, IMAGE_WIDTH, 3))
for index in range(data.shape[0]):
img = data[index][0]
img = cv2.resize(img, dsize=(IMAGE_HEIGHT, IMAGE_WIDTH), interpolation=cv2.INTER_CUBIC)
if len(img.shape)==3:
if img.shape[2]==4:
img=cv2.cvtColor(img, cv2.COLOR_BGRA2BGR)
X_train1[index] = np.array(img, dtype=np.float32)/255
if len(img.shape)==2:
X_train1[index][:,:,0] = np.array(img, dtype=np.float32)/255
X_train1[index][:,:,1] = np.array(img, dtype=np.float32)/255
X_train1[index][:,:,2] = np.array(img, dtype=np.float32)/255
#X_train1[index] = np.array(img, dtype=np.float32)/255
for i in data[index][1]:
x1 = int(i["points"][0]['x'] * IMAGE_WIDTH)
x2 = int(i["points"][1]['x'] * IMAGE_WIDTH)
y1 = int(i["points"][0]['y'] * IMAGE_HEIGHT)
y2 = int(i["points"][1]['y'] * IMAGE_HEIGHT)
masks[index][y1:y2, x1:x2] = 1
Displaying a few samples of the reshaped images and their respective masks:
for i in range(0,10):
plt.imshow(X_train1[i])
plt.show()
plt.imshow(masks[i])
plt.show()
Splitting the input into train and test data respectively for later use:
x_train,x_test,y_train,y_test=train_test_split(X_train1,masks,test_size=0.1,random_state=42)
x_val,x_test1,y_val,y_test1=train_test_split(x_test,y_test,test_size=0.1,random_state=42)
len(x_test)
41
masks1 = np.zeros((1, IMAGE_HEIGHT, IMAGE_WIDTH),dtype=np.uint8)
for i in data[0][1]:
x1 = int(i["points"][0]['x'] * IMAGE_WIDTH)
x2 = int(i["points"][1]['x'] * IMAGE_WIDTH)
y1 = int(i["points"][0]['y'] * IMAGE_HEIGHT)
y2 = int(i["points"][1]['y'] * IMAGE_HEIGHT)
masks1[0][y1:y2, x1:x2] = 1
plt.imshow(data[272][0])
<matplotlib.image.AxesImage at 0x7f31ec540a10>
from tensorflow.keras.applications.resnet50 import ResNet50
from tensorflow.keras.applications.mobilenet import MobileNet
from tensorflow.keras.layers import Concatenate, UpSampling2D, Conv2D, Reshape,Dropout,MaxPooling2D
from tensorflow.keras.models import Model
Creating the U-Net Architecture using Mobilenet as the pretrained transfer learning model: i)Here the top layers of the transfer learning model are non trainable while the bottom layers are trainable. ii) The downsampled activation layers following convolution are upsampled and concatenated in order to obtain the u net architecture and obtain the original features that are lost while using maxpooling and other downsampling methods.
from tensorflow.keras.applications.mobilenet import MobileNet
from tensorflow.keras.layers import Concatenate, UpSampling2D, Conv2D, Reshape
from tensorflow.keras.models import Model
def create_model(trainable=True):
#### code added below ####
model = MobileNet(input_shape=(IMAGE_HEIGHT, IMAGE_WIDTH, 3), include_top=False, alpha=1.0, weights="imagenet")
for layer in model.layers:
layer.trainable = trainable
# Add all the UNET layers here
#### code added below ####
# Since mask size is 224 (same as input), we need to concatenate it back all 6 layers, i.e layers of sizes 7,14,28,56,112 & 224, bottom onwards
block1 = model.get_layer("input_1").output #224
block2 = model.get_layer("conv_pw_1_relu").output #112
block3 = model.get_layer("conv_pw_3_relu").output #56
block4 = model.get_layer("conv_pw_5_relu").output #28
block5 = model.get_layer("conv_pw_11_relu").output #14
block6 = model.get_layer("conv_pw_13_relu").output #7
x = Concatenate()([UpSampling2D()(block6), block5])
x = Concatenate()([UpSampling2D()(x), block4])
x = Concatenate()([UpSampling2D()(x), block3])
x = Concatenate()([UpSampling2D()(x), block2])
x = Concatenate()([UpSampling2D()(x), block1])
# Add new top layer which is an sigmoid activation layer that gives 1 or 0 depending on inside/outside the face
x = Conv2D(1, kernel_size=1, activation="sigmoid")(x)
x = Reshape((IMAGE_HEIGHT, IMAGE_WIDTH))(x)
return Model(inputs=model.input, outputs=x)
# Give trainable=False as argument, if you want to freeze lower layers for fast training (but low accuracy)
model = create_model(trainable=True)
# Print summary
model.summary()
Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/mobilenet/mobilenet_1_0_224_tf_no_top.h5
17227776/17225924 [==============================] - 1s 0us/step
Model: "model"
__________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
==================================================================================================
input_1 (InputLayer) [(None, 224, 224, 3) 0
__________________________________________________________________________________________________
conv1 (Conv2D) (None, 112, 112, 32) 864 input_1[0][0]
__________________________________________________________________________________________________
conv1_bn (BatchNormalization) (None, 112, 112, 32) 128 conv1[0][0]
__________________________________________________________________________________________________
conv1_relu (ReLU) (None, 112, 112, 32) 0 conv1_bn[0][0]
__________________________________________________________________________________________________
conv_dw_1 (DepthwiseConv2D) (None, 112, 112, 32) 288 conv1_relu[0][0]
__________________________________________________________________________________________________
conv_dw_1_bn (BatchNormalizatio (None, 112, 112, 32) 128 conv_dw_1[0][0]
__________________________________________________________________________________________________
conv_dw_1_relu (ReLU) (None, 112, 112, 32) 0 conv_dw_1_bn[0][0]
__________________________________________________________________________________________________
conv_pw_1 (Conv2D) (None, 112, 112, 64) 2048 conv_dw_1_relu[0][0]
__________________________________________________________________________________________________
conv_pw_1_bn (BatchNormalizatio (None, 112, 112, 64) 256 conv_pw_1[0][0]
__________________________________________________________________________________________________
conv_pw_1_relu (ReLU) (None, 112, 112, 64) 0 conv_pw_1_bn[0][0]
__________________________________________________________________________________________________
conv_pad_2 (ZeroPadding2D) (None, 113, 113, 64) 0 conv_pw_1_relu[0][0]
__________________________________________________________________________________________________
conv_dw_2 (DepthwiseConv2D) (None, 56, 56, 64) 576 conv_pad_2[0][0]
__________________________________________________________________________________________________
conv_dw_2_bn (BatchNormalizatio (None, 56, 56, 64) 256 conv_dw_2[0][0]
__________________________________________________________________________________________________
conv_dw_2_relu (ReLU) (None, 56, 56, 64) 0 conv_dw_2_bn[0][0]
__________________________________________________________________________________________________
conv_pw_2 (Conv2D) (None, 56, 56, 128) 8192 conv_dw_2_relu[0][0]
__________________________________________________________________________________________________
conv_pw_2_bn (BatchNormalizatio (None, 56, 56, 128) 512 conv_pw_2[0][0]
__________________________________________________________________________________________________
conv_pw_2_relu (ReLU) (None, 56, 56, 128) 0 conv_pw_2_bn[0][0]
__________________________________________________________________________________________________
conv_dw_3 (DepthwiseConv2D) (None, 56, 56, 128) 1152 conv_pw_2_relu[0][0]
__________________________________________________________________________________________________
conv_dw_3_bn (BatchNormalizatio (None, 56, 56, 128) 512 conv_dw_3[0][0]
__________________________________________________________________________________________________
conv_dw_3_relu (ReLU) (None, 56, 56, 128) 0 conv_dw_3_bn[0][0]
__________________________________________________________________________________________________
conv_pw_3 (Conv2D) (None, 56, 56, 128) 16384 conv_dw_3_relu[0][0]
__________________________________________________________________________________________________
conv_pw_3_bn (BatchNormalizatio (None, 56, 56, 128) 512 conv_pw_3[0][0]
__________________________________________________________________________________________________
conv_pw_3_relu (ReLU) (None, 56, 56, 128) 0 conv_pw_3_bn[0][0]
__________________________________________________________________________________________________
conv_pad_4 (ZeroPadding2D) (None, 57, 57, 128) 0 conv_pw_3_relu[0][0]
__________________________________________________________________________________________________
conv_dw_4 (DepthwiseConv2D) (None, 28, 28, 128) 1152 conv_pad_4[0][0]
__________________________________________________________________________________________________
conv_dw_4_bn (BatchNormalizatio (None, 28, 28, 128) 512 conv_dw_4[0][0]
__________________________________________________________________________________________________
conv_dw_4_relu (ReLU) (None, 28, 28, 128) 0 conv_dw_4_bn[0][0]
__________________________________________________________________________________________________
conv_pw_4 (Conv2D) (None, 28, 28, 256) 32768 conv_dw_4_relu[0][0]
__________________________________________________________________________________________________
conv_pw_4_bn (BatchNormalizatio (None, 28, 28, 256) 1024 conv_pw_4[0][0]
__________________________________________________________________________________________________
conv_pw_4_relu (ReLU) (None, 28, 28, 256) 0 conv_pw_4_bn[0][0]
__________________________________________________________________________________________________
conv_dw_5 (DepthwiseConv2D) (None, 28, 28, 256) 2304 conv_pw_4_relu[0][0]
__________________________________________________________________________________________________
conv_dw_5_bn (BatchNormalizatio (None, 28, 28, 256) 1024 conv_dw_5[0][0]
__________________________________________________________________________________________________
conv_dw_5_relu (ReLU) (None, 28, 28, 256) 0 conv_dw_5_bn[0][0]
__________________________________________________________________________________________________
conv_pw_5 (Conv2D) (None, 28, 28, 256) 65536 conv_dw_5_relu[0][0]
__________________________________________________________________________________________________
conv_pw_5_bn (BatchNormalizatio (None, 28, 28, 256) 1024 conv_pw_5[0][0]
__________________________________________________________________________________________________
conv_pw_5_relu (ReLU) (None, 28, 28, 256) 0 conv_pw_5_bn[0][0]
__________________________________________________________________________________________________
conv_pad_6 (ZeroPadding2D) (None, 29, 29, 256) 0 conv_pw_5_relu[0][0]
__________________________________________________________________________________________________
conv_dw_6 (DepthwiseConv2D) (None, 14, 14, 256) 2304 conv_pad_6[0][0]
__________________________________________________________________________________________________
conv_dw_6_bn (BatchNormalizatio (None, 14, 14, 256) 1024 conv_dw_6[0][0]
__________________________________________________________________________________________________
conv_dw_6_relu (ReLU) (None, 14, 14, 256) 0 conv_dw_6_bn[0][0]
__________________________________________________________________________________________________
conv_pw_6 (Conv2D) (None, 14, 14, 512) 131072 conv_dw_6_relu[0][0]
__________________________________________________________________________________________________
conv_pw_6_bn (BatchNormalizatio (None, 14, 14, 512) 2048 conv_pw_6[0][0]
__________________________________________________________________________________________________
conv_pw_6_relu (ReLU) (None, 14, 14, 512) 0 conv_pw_6_bn[0][0]
__________________________________________________________________________________________________
conv_dw_7 (DepthwiseConv2D) (None, 14, 14, 512) 4608 conv_pw_6_relu[0][0]
__________________________________________________________________________________________________
conv_dw_7_bn (BatchNormalizatio (None, 14, 14, 512) 2048 conv_dw_7[0][0]
__________________________________________________________________________________________________
conv_dw_7_relu (ReLU) (None, 14, 14, 512) 0 conv_dw_7_bn[0][0]
__________________________________________________________________________________________________
conv_pw_7 (Conv2D) (None, 14, 14, 512) 262144 conv_dw_7_relu[0][0]
__________________________________________________________________________________________________
conv_pw_7_bn (BatchNormalizatio (None, 14, 14, 512) 2048 conv_pw_7[0][0]
__________________________________________________________________________________________________
conv_pw_7_relu (ReLU) (None, 14, 14, 512) 0 conv_pw_7_bn[0][0]
__________________________________________________________________________________________________
conv_dw_8 (DepthwiseConv2D) (None, 14, 14, 512) 4608 conv_pw_7_relu[0][0]
__________________________________________________________________________________________________
conv_dw_8_bn (BatchNormalizatio (None, 14, 14, 512) 2048 conv_dw_8[0][0]
__________________________________________________________________________________________________
conv_dw_8_relu (ReLU) (None, 14, 14, 512) 0 conv_dw_8_bn[0][0]
__________________________________________________________________________________________________
conv_pw_8 (Conv2D) (None, 14, 14, 512) 262144 conv_dw_8_relu[0][0]
__________________________________________________________________________________________________
conv_pw_8_bn (BatchNormalizatio (None, 14, 14, 512) 2048 conv_pw_8[0][0]
__________________________________________________________________________________________________
conv_pw_8_relu (ReLU) (None, 14, 14, 512) 0 conv_pw_8_bn[0][0]
__________________________________________________________________________________________________
conv_dw_9 (DepthwiseConv2D) (None, 14, 14, 512) 4608 conv_pw_8_relu[0][0]
__________________________________________________________________________________________________
conv_dw_9_bn (BatchNormalizatio (None, 14, 14, 512) 2048 conv_dw_9[0][0]
__________________________________________________________________________________________________
conv_dw_9_relu (ReLU) (None, 14, 14, 512) 0 conv_dw_9_bn[0][0]
__________________________________________________________________________________________________
conv_pw_9 (Conv2D) (None, 14, 14, 512) 262144 conv_dw_9_relu[0][0]
__________________________________________________________________________________________________
conv_pw_9_bn (BatchNormalizatio (None, 14, 14, 512) 2048 conv_pw_9[0][0]
__________________________________________________________________________________________________
conv_pw_9_relu (ReLU) (None, 14, 14, 512) 0 conv_pw_9_bn[0][0]
__________________________________________________________________________________________________
conv_dw_10 (DepthwiseConv2D) (None, 14, 14, 512) 4608 conv_pw_9_relu[0][0]
__________________________________________________________________________________________________
conv_dw_10_bn (BatchNormalizati (None, 14, 14, 512) 2048 conv_dw_10[0][0]
__________________________________________________________________________________________________
conv_dw_10_relu (ReLU) (None, 14, 14, 512) 0 conv_dw_10_bn[0][0]
__________________________________________________________________________________________________
conv_pw_10 (Conv2D) (None, 14, 14, 512) 262144 conv_dw_10_relu[0][0]
__________________________________________________________________________________________________
conv_pw_10_bn (BatchNormalizati (None, 14, 14, 512) 2048 conv_pw_10[0][0]
__________________________________________________________________________________________________
conv_pw_10_relu (ReLU) (None, 14, 14, 512) 0 conv_pw_10_bn[0][0]
__________________________________________________________________________________________________
conv_dw_11 (DepthwiseConv2D) (None, 14, 14, 512) 4608 conv_pw_10_relu[0][0]
__________________________________________________________________________________________________
conv_dw_11_bn (BatchNormalizati (None, 14, 14, 512) 2048 conv_dw_11[0][0]
__________________________________________________________________________________________________
conv_dw_11_relu (ReLU) (None, 14, 14, 512) 0 conv_dw_11_bn[0][0]
__________________________________________________________________________________________________
conv_pw_11 (Conv2D) (None, 14, 14, 512) 262144 conv_dw_11_relu[0][0]
__________________________________________________________________________________________________
conv_pw_11_bn (BatchNormalizati (None, 14, 14, 512) 2048 conv_pw_11[0][0]
__________________________________________________________________________________________________
conv_pw_11_relu (ReLU) (None, 14, 14, 512) 0 conv_pw_11_bn[0][0]
__________________________________________________________________________________________________
conv_pad_12 (ZeroPadding2D) (None, 15, 15, 512) 0 conv_pw_11_relu[0][0]
__________________________________________________________________________________________________
conv_dw_12 (DepthwiseConv2D) (None, 7, 7, 512) 4608 conv_pad_12[0][0]
__________________________________________________________________________________________________
conv_dw_12_bn (BatchNormalizati (None, 7, 7, 512) 2048 conv_dw_12[0][0]
__________________________________________________________________________________________________
conv_dw_12_relu (ReLU) (None, 7, 7, 512) 0 conv_dw_12_bn[0][0]
__________________________________________________________________________________________________
conv_pw_12 (Conv2D) (None, 7, 7, 1024) 524288 conv_dw_12_relu[0][0]
__________________________________________________________________________________________________
conv_pw_12_bn (BatchNormalizati (None, 7, 7, 1024) 4096 conv_pw_12[0][0]
__________________________________________________________________________________________________
conv_pw_12_relu (ReLU) (None, 7, 7, 1024) 0 conv_pw_12_bn[0][0]
__________________________________________________________________________________________________
conv_dw_13 (DepthwiseConv2D) (None, 7, 7, 1024) 9216 conv_pw_12_relu[0][0]
__________________________________________________________________________________________________
conv_dw_13_bn (BatchNormalizati (None, 7, 7, 1024) 4096 conv_dw_13[0][0]
__________________________________________________________________________________________________
conv_dw_13_relu (ReLU) (None, 7, 7, 1024) 0 conv_dw_13_bn[0][0]
__________________________________________________________________________________________________
conv_pw_13 (Conv2D) (None, 7, 7, 1024) 1048576 conv_dw_13_relu[0][0]
__________________________________________________________________________________________________
conv_pw_13_bn (BatchNormalizati (None, 7, 7, 1024) 4096 conv_pw_13[0][0]
__________________________________________________________________________________________________
conv_pw_13_relu (ReLU) (None, 7, 7, 1024) 0 conv_pw_13_bn[0][0]
__________________________________________________________________________________________________
up_sampling2d (UpSampling2D) (None, 14, 14, 1024) 0 conv_pw_13_relu[0][0]
__________________________________________________________________________________________________
concatenate (Concatenate) (None, 14, 14, 1536) 0 up_sampling2d[0][0]
conv_pw_11_relu[0][0]
__________________________________________________________________________________________________
up_sampling2d_1 (UpSampling2D) (None, 28, 28, 1536) 0 concatenate[0][0]
__________________________________________________________________________________________________
concatenate_1 (Concatenate) (None, 28, 28, 1792) 0 up_sampling2d_1[0][0]
conv_pw_5_relu[0][0]
__________________________________________________________________________________________________
up_sampling2d_2 (UpSampling2D) (None, 56, 56, 1792) 0 concatenate_1[0][0]
__________________________________________________________________________________________________
concatenate_2 (Concatenate) (None, 56, 56, 1920) 0 up_sampling2d_2[0][0]
conv_pw_3_relu[0][0]
__________________________________________________________________________________________________
up_sampling2d_3 (UpSampling2D) (None, 112, 112, 192 0 concatenate_2[0][0]
__________________________________________________________________________________________________
concatenate_3 (Concatenate) (None, 112, 112, 198 0 up_sampling2d_3[0][0]
conv_pw_1_relu[0][0]
__________________________________________________________________________________________________
up_sampling2d_4 (UpSampling2D) (None, 224, 224, 198 0 concatenate_3[0][0]
__________________________________________________________________________________________________
concatenate_4 (Concatenate) (None, 224, 224, 198 0 up_sampling2d_4[0][0]
input_1[0][0]
__________________________________________________________________________________________________
conv2d (Conv2D) (None, 224, 224, 1) 1988 concatenate_4[0][0]
__________________________________________________________________________________________________
reshape (Reshape) (None, 224, 224) 0 conv2d[0][0]
==================================================================================================
Total params: 3,230,852
Trainable params: 3,208,964
Non-trainable params: 21,888
__________________________________________________________________________________________________
Defining the dice coefficient and loss for the network: The dice coefficient follows the standard definition for dice coefficient(2*intersection/union) while the loss combines the binary crossentropy and the dice coefficient loss.
def dice_coefficient(y_true, y_pred):
#### code added below ####
import tensorflow
numerator = 2 * tensorflow.reduce_sum(y_true * y_pred)
denominator = tensorflow.reduce_sum(y_true + y_pred)
return numerator / (denominator + tensorflow.keras.backend.epsilon())
from tensorflow.keras.losses import binary_crossentropy
from tensorflow.keras.backend import log, epsilon
def loss(y_true, y_pred):
return binary_crossentropy(y_true, y_pred) - log(dice_coefficient(y_true, y_pred) + epsilon())
Compiling the model using adam optimizer and saving the best model using checkpoint and early stopping. The reduce lr on plateau is used to reduce the learning rate when there in no improvement in the loss.
from keras.optimizers import Adam
#optimizer = Adam(lr=1e-4, beta_1=0.9, beta_2=0.999, epsilon=None, decay=0.0, amsgrad=False)
optimizer = Adam(lr=1e-3)
model.compile(loss=loss, optimizer=optimizer, metrics=[dice_coefficient])
optimizer = Adam(lr=1e-4)
model.compile(loss=loss, optimizer='rmsprop', metrics=[dice_coefficient])
from keras.callbacks import ModelCheckpoint, EarlyStopping, ReduceLROnPlateau
checkpoint = ModelCheckpoint("model-{loss:.2f}.h5", monitor="loss", verbose=1, save_best_only=True,
save_weights_only=True, mode="min", period=1)
stop = EarlyStopping(monitor="loss", patience=5, mode="min")
reduce_lr = ReduceLROnPlateau(monitor="loss", factor=0.2, patience=5, min_lr=1e-6, verbose=1, mode="min")
Fitting the data using the model and training it:
model.fit(x=X_train,y=masks,
epochs=20, batch_size=1,
callbacks=[checkpoint, reduce_lr, stop],
use_multiprocessing=True, verbose=1)
Epoch 1/20 409/409 [==============================] - 60s 64ms/step - loss: 1.3986 - dice_coefficient: 0.4399 Epoch 00001: loss improved from inf to 1.39858, saving model to model-1.40.h5 Epoch 2/20 409/409 [==============================] - 26s 64ms/step - loss: 0.8035 - dice_coefficient: 0.6094 Epoch 00002: loss improved from 1.39858 to 0.80349, saving model to model-0.80.h5 Epoch 3/20 409/409 [==============================] - 26s 64ms/step - loss: 0.6431 - dice_coefficient: 0.6694 Epoch 00003: loss improved from 0.80349 to 0.64312, saving model to model-0.64.h5 Epoch 4/20 409/409 [==============================] - 26s 64ms/step - loss: 0.5676 - dice_coefficient: 0.7005 Epoch 00004: loss improved from 0.64312 to 0.56756, saving model to model-0.57.h5 Epoch 5/20 409/409 [==============================] - 26s 64ms/step - loss: 0.5177 - dice_coefficient: 0.7216 Epoch 00005: loss improved from 0.56756 to 0.51773, saving model to model-0.52.h5 Epoch 6/20 409/409 [==============================] - 26s 64ms/step - loss: 0.4924 - dice_coefficient: 0.7327 Epoch 00006: loss improved from 0.51773 to 0.49244, saving model to model-0.49.h5 Epoch 7/20 409/409 [==============================] - 26s 64ms/step - loss: 0.4696 - dice_coefficient: 0.7445 Epoch 00007: loss improved from 0.49244 to 0.46962, saving model to model-0.47.h5 Epoch 8/20 409/409 [==============================] - 26s 64ms/step - loss: 0.4575 - dice_coefficient: 0.7514 Epoch 00008: loss improved from 0.46962 to 0.45750, saving model to model-0.46.h5 Epoch 9/20 409/409 [==============================] - 26s 64ms/step - loss: 0.4426 - dice_coefficient: 0.7586 Epoch 00009: loss improved from 0.45750 to 0.44258, saving model to model-0.44.h5 Epoch 10/20 409/409 [==============================] - 26s 64ms/step - loss: 0.4326 - dice_coefficient: 0.7628 Epoch 00010: loss improved from 0.44258 to 0.43260, saving model to model-0.43.h5 Epoch 11/20 409/409 [==============================] - 26s 64ms/step - loss: 0.4264 - dice_coefficient: 0.7671 Epoch 00011: loss improved from 0.43260 to 0.42643, saving model to model-0.43.h5 Epoch 12/20 409/409 [==============================] - 26s 64ms/step - loss: 0.4102 - dice_coefficient: 0.7746 Epoch 00012: loss improved from 0.42643 to 0.41017, saving model to model-0.41.h5 Epoch 13/20 409/409 [==============================] - 26s 64ms/step - loss: 0.4009 - dice_coefficient: 0.7790 Epoch 00013: loss improved from 0.41017 to 0.40094, saving model to model-0.40.h5 Epoch 14/20 409/409 [==============================] - 26s 64ms/step - loss: 0.3857 - dice_coefficient: 0.7881 Epoch 00014: loss improved from 0.40094 to 0.38566, saving model to model-0.39.h5 Epoch 15/20 409/409 [==============================] - 26s 64ms/step - loss: 0.3744 - dice_coefficient: 0.7937 Epoch 00015: loss improved from 0.38566 to 0.37441, saving model to model-0.37.h5 Epoch 16/20 409/409 [==============================] - 26s 64ms/step - loss: 0.3638 - dice_coefficient: 0.7993 Epoch 00016: loss improved from 0.37441 to 0.36380, saving model to model-0.36.h5 Epoch 17/20 409/409 [==============================] - 26s 64ms/step - loss: 0.3562 - dice_coefficient: 0.8032 Epoch 00017: loss improved from 0.36380 to 0.35619, saving model to model-0.36.h5 Epoch 18/20 409/409 [==============================] - 26s 64ms/step - loss: 0.3498 - dice_coefficient: 0.8070 Epoch 00018: loss improved from 0.35619 to 0.34977, saving model to model-0.35.h5 Epoch 19/20 409/409 [==============================] - 26s 64ms/step - loss: 0.3395 - dice_coefficient: 0.8121 Epoch 00019: loss improved from 0.34977 to 0.33950, saving model to model-0.34.h5 Epoch 20/20 409/409 [==============================] - 26s 64ms/step - loss: 0.3393 - dice_coefficient: 0.8136 Epoch 00020: loss improved from 0.33950 to 0.33935, saving model to model-0.34.h5
<tensorflow.python.keras.callbacks.History at 0x7f73fe066910>
Varying the previously defined unet architecture through addition of convolution layers following the upsampling of the various layers in order to capture essential features of the upsampled layers:
#inputs = Input(shape=(IMAGE_HEIGHT, IMAGE_WIDTH, 3), name="input_image")
encoder = MobileNet(input_shape=(IMAGE_HEIGHT, IMAGE_WIDTH, 3), weights="imagenet", include_top=False, alpha=1.0)
Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/mobilenet/mobilenet_1_0_128_tf_no_top.h5 17227776/17225924 [==============================] - 0s 0us/step
encoder.summary()
Model: "mobilenet_1.00_128" _________________________________________________________________ Layer (type) Output Shape Param # ================================================================= input_14 (InputLayer) [(None, 128, 128, 3)] 0 _________________________________________________________________ conv1 (Conv2D) (None, 64, 64, 32) 864 _________________________________________________________________ conv1_bn (BatchNormalization (None, 64, 64, 32) 128 _________________________________________________________________ conv1_relu (ReLU) (None, 64, 64, 32) 0 _________________________________________________________________ conv_dw_1 (DepthwiseConv2D) (None, 64, 64, 32) 288 _________________________________________________________________ conv_dw_1_bn (BatchNormaliza (None, 64, 64, 32) 128 _________________________________________________________________ conv_dw_1_relu (ReLU) (None, 64, 64, 32) 0 _________________________________________________________________ conv_pw_1 (Conv2D) (None, 64, 64, 64) 2048 _________________________________________________________________ conv_pw_1_bn (BatchNormaliza (None, 64, 64, 64) 256 _________________________________________________________________ conv_pw_1_relu (ReLU) (None, 64, 64, 64) 0 _________________________________________________________________ conv_pad_2 (ZeroPadding2D) (None, 65, 65, 64) 0 _________________________________________________________________ conv_dw_2 (DepthwiseConv2D) (None, 32, 32, 64) 576 _________________________________________________________________ conv_dw_2_bn (BatchNormaliza (None, 32, 32, 64) 256 _________________________________________________________________ conv_dw_2_relu (ReLU) (None, 32, 32, 64) 0 _________________________________________________________________ conv_pw_2 (Conv2D) (None, 32, 32, 128) 8192 _________________________________________________________________ conv_pw_2_bn (BatchNormaliza (None, 32, 32, 128) 512 _________________________________________________________________ conv_pw_2_relu (ReLU) (None, 32, 32, 128) 0 _________________________________________________________________ conv_dw_3 (DepthwiseConv2D) (None, 32, 32, 128) 1152 _________________________________________________________________ conv_dw_3_bn (BatchNormaliza (None, 32, 32, 128) 512 _________________________________________________________________ conv_dw_3_relu (ReLU) (None, 32, 32, 128) 0 _________________________________________________________________ conv_pw_3 (Conv2D) (None, 32, 32, 128) 16384 _________________________________________________________________ conv_pw_3_bn (BatchNormaliza (None, 32, 32, 128) 512 _________________________________________________________________ conv_pw_3_relu (ReLU) (None, 32, 32, 128) 0 _________________________________________________________________ conv_pad_4 (ZeroPadding2D) (None, 33, 33, 128) 0 _________________________________________________________________ conv_dw_4 (DepthwiseConv2D) (None, 16, 16, 128) 1152 _________________________________________________________________ conv_dw_4_bn (BatchNormaliza (None, 16, 16, 128) 512 _________________________________________________________________ conv_dw_4_relu (ReLU) (None, 16, 16, 128) 0 _________________________________________________________________ conv_pw_4 (Conv2D) (None, 16, 16, 256) 32768 _________________________________________________________________ conv_pw_4_bn (BatchNormaliza (None, 16, 16, 256) 1024 _________________________________________________________________ conv_pw_4_relu (ReLU) (None, 16, 16, 256) 0 _________________________________________________________________ conv_dw_5 (DepthwiseConv2D) (None, 16, 16, 256) 2304 _________________________________________________________________ conv_dw_5_bn (BatchNormaliza (None, 16, 16, 256) 1024 _________________________________________________________________ conv_dw_5_relu (ReLU) (None, 16, 16, 256) 0 _________________________________________________________________ conv_pw_5 (Conv2D) (None, 16, 16, 256) 65536 _________________________________________________________________ conv_pw_5_bn (BatchNormaliza (None, 16, 16, 256) 1024 _________________________________________________________________ conv_pw_5_relu (ReLU) (None, 16, 16, 256) 0 _________________________________________________________________ conv_pad_6 (ZeroPadding2D) (None, 17, 17, 256) 0 _________________________________________________________________ conv_dw_6 (DepthwiseConv2D) (None, 8, 8, 256) 2304 _________________________________________________________________ conv_dw_6_bn (BatchNormaliza (None, 8, 8, 256) 1024 _________________________________________________________________ conv_dw_6_relu (ReLU) (None, 8, 8, 256) 0 _________________________________________________________________ conv_pw_6 (Conv2D) (None, 8, 8, 512) 131072 _________________________________________________________________ conv_pw_6_bn (BatchNormaliza (None, 8, 8, 512) 2048 _________________________________________________________________ conv_pw_6_relu (ReLU) (None, 8, 8, 512) 0 _________________________________________________________________ conv_dw_7 (DepthwiseConv2D) (None, 8, 8, 512) 4608 _________________________________________________________________ conv_dw_7_bn (BatchNormaliza (None, 8, 8, 512) 2048 _________________________________________________________________ conv_dw_7_relu (ReLU) (None, 8, 8, 512) 0 _________________________________________________________________ conv_pw_7 (Conv2D) (None, 8, 8, 512) 262144 _________________________________________________________________ conv_pw_7_bn (BatchNormaliza (None, 8, 8, 512) 2048 _________________________________________________________________ conv_pw_7_relu (ReLU) (None, 8, 8, 512) 0 _________________________________________________________________ conv_dw_8 (DepthwiseConv2D) (None, 8, 8, 512) 4608 _________________________________________________________________ conv_dw_8_bn (BatchNormaliza (None, 8, 8, 512) 2048 _________________________________________________________________ conv_dw_8_relu (ReLU) (None, 8, 8, 512) 0 _________________________________________________________________ conv_pw_8 (Conv2D) (None, 8, 8, 512) 262144 _________________________________________________________________ conv_pw_8_bn (BatchNormaliza (None, 8, 8, 512) 2048 _________________________________________________________________ conv_pw_8_relu (ReLU) (None, 8, 8, 512) 0 _________________________________________________________________ conv_dw_9 (DepthwiseConv2D) (None, 8, 8, 512) 4608 _________________________________________________________________ conv_dw_9_bn (BatchNormaliza (None, 8, 8, 512) 2048 _________________________________________________________________ conv_dw_9_relu (ReLU) (None, 8, 8, 512) 0 _________________________________________________________________ conv_pw_9 (Conv2D) (None, 8, 8, 512) 262144 _________________________________________________________________ conv_pw_9_bn (BatchNormaliza (None, 8, 8, 512) 2048 _________________________________________________________________ conv_pw_9_relu (ReLU) (None, 8, 8, 512) 0 _________________________________________________________________ conv_dw_10 (DepthwiseConv2D) (None, 8, 8, 512) 4608 _________________________________________________________________ conv_dw_10_bn (BatchNormaliz (None, 8, 8, 512) 2048 _________________________________________________________________ conv_dw_10_relu (ReLU) (None, 8, 8, 512) 0 _________________________________________________________________ conv_pw_10 (Conv2D) (None, 8, 8, 512) 262144 _________________________________________________________________ conv_pw_10_bn (BatchNormaliz (None, 8, 8, 512) 2048 _________________________________________________________________ conv_pw_10_relu (ReLU) (None, 8, 8, 512) 0 _________________________________________________________________ conv_dw_11 (DepthwiseConv2D) (None, 8, 8, 512) 4608 _________________________________________________________________ conv_dw_11_bn (BatchNormaliz (None, 8, 8, 512) 2048 _________________________________________________________________ conv_dw_11_relu (ReLU) (None, 8, 8, 512) 0 _________________________________________________________________ conv_pw_11 (Conv2D) (None, 8, 8, 512) 262144 _________________________________________________________________ conv_pw_11_bn (BatchNormaliz (None, 8, 8, 512) 2048 _________________________________________________________________ conv_pw_11_relu (ReLU) (None, 8, 8, 512) 0 _________________________________________________________________ conv_pad_12 (ZeroPadding2D) (None, 9, 9, 512) 0 _________________________________________________________________ conv_dw_12 (DepthwiseConv2D) (None, 4, 4, 512) 4608 _________________________________________________________________ conv_dw_12_bn (BatchNormaliz (None, 4, 4, 512) 2048 _________________________________________________________________ conv_dw_12_relu (ReLU) (None, 4, 4, 512) 0 _________________________________________________________________ conv_pw_12 (Conv2D) (None, 4, 4, 1024) 524288 _________________________________________________________________ conv_pw_12_bn (BatchNormaliz (None, 4, 4, 1024) 4096 _________________________________________________________________ conv_pw_12_relu (ReLU) (None, 4, 4, 1024) 0 _________________________________________________________________ conv_dw_13 (DepthwiseConv2D) (None, 4, 4, 1024) 9216 _________________________________________________________________ conv_dw_13_bn (BatchNormaliz (None, 4, 4, 1024) 4096 _________________________________________________________________ conv_dw_13_relu (ReLU) (None, 4, 4, 1024) 0 _________________________________________________________________ conv_pw_13 (Conv2D) (None, 4, 4, 1024) 1048576 _________________________________________________________________ conv_pw_13_bn (BatchNormaliz (None, 4, 4, 1024) 4096 _________________________________________________________________ conv_pw_13_relu (ReLU) (None, 4, 4, 1024) 0 ================================================================= Total params: 3,228,864 Trainable params: 3,206,976 Non-trainable params: 21,888 _________________________________________________________________
skip_connection_names = ["input_1", "conv_pw_1_relu", "conv_pw_3_relu", "conv_pw_5_relu","conv_pw_11_relu"]
encoder_output = encoder.get_layer("conv_pw_13_relu").output
f = [16, 32, 48, 64,80]
from tensorflow.keras import layers
encoder_output = encoder.get_layer("conv_pw_13_relu").output
skip_connection_names = ["input_1", "conv_pw_1_relu", "conv_pw_3_relu", "conv_pw_5_relu","conv_pw_11_relu"]
f = [16, 32, 48, 64,80]
encoder_output = encoder.get_layer("conv_pw_13_relu").output
x = encoder_output
for i in range(1, len(skip_connection_names)+1, 1):
x_skip = encoder.get_layer(skip_connection_names[-i]).output
x = UpSampling2D((2, 2))(x)
x = Conv2D(f[-i], (3, 3), padding="same")(x)
#x = BatchNormalization()(x)
#x = layers.BatchNormalization()
x = Activation("relu")(x)
x = Concatenate()([x, x_skip])
x = Conv2D(f[-i], (3, 3), padding="same")(x)
#x = BatchNormalization()(x)
#x = layers.BatchNormalization()
x = Activation("relu")(x)
x = Conv2D(f[-i], (3, 3), padding="same")(x)
#x = BatchNormalization()(x)
#x = layers.BatchNormalization()
x = Activation("relu")(x)
x = Conv2D(f[-i], (3, 3), padding="same")(x)
#x = BatchNormalization()(x)
#x = layers.BatchNormalization()
x = Activation("relu")(x)
x = Conv2D(1, (1, 1), padding="same")(x)
x = Activation("sigmoid")(x)
x = Reshape((IMAGE_HEIGHT, IMAGE_WIDTH))(x)
model = Model(inputs=encoder.input, outputs=x)
model.summary()
Model: "model_1"
__________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
==================================================================================================
input_3 (InputLayer) [(None, 224, 224, 3) 0
__________________________________________________________________________________________________
conv1 (Conv2D) (None, 112, 112, 24) 648 input_3[0][0]
__________________________________________________________________________________________________
conv1_bn (BatchNormalization) (None, 112, 112, 24) 96 conv1[0][0]
__________________________________________________________________________________________________
conv1_relu (ReLU) (None, 112, 112, 24) 0 conv1_bn[0][0]
__________________________________________________________________________________________________
conv_dw_1 (DepthwiseConv2D) (None, 112, 112, 24) 216 conv1_relu[0][0]
__________________________________________________________________________________________________
conv_dw_1_bn (BatchNormalizatio (None, 112, 112, 24) 96 conv_dw_1[0][0]
__________________________________________________________________________________________________
conv_dw_1_relu (ReLU) (None, 112, 112, 24) 0 conv_dw_1_bn[0][0]
__________________________________________________________________________________________________
conv_pw_1 (Conv2D) (None, 112, 112, 48) 1152 conv_dw_1_relu[0][0]
__________________________________________________________________________________________________
conv_pw_1_bn (BatchNormalizatio (None, 112, 112, 48) 192 conv_pw_1[0][0]
__________________________________________________________________________________________________
conv_pw_1_relu (ReLU) (None, 112, 112, 48) 0 conv_pw_1_bn[0][0]
__________________________________________________________________________________________________
conv_pad_2 (ZeroPadding2D) (None, 113, 113, 48) 0 conv_pw_1_relu[0][0]
__________________________________________________________________________________________________
conv_dw_2 (DepthwiseConv2D) (None, 56, 56, 48) 432 conv_pad_2[0][0]
__________________________________________________________________________________________________
conv_dw_2_bn (BatchNormalizatio (None, 56, 56, 48) 192 conv_dw_2[0][0]
__________________________________________________________________________________________________
conv_dw_2_relu (ReLU) (None, 56, 56, 48) 0 conv_dw_2_bn[0][0]
__________________________________________________________________________________________________
conv_pw_2 (Conv2D) (None, 56, 56, 96) 4608 conv_dw_2_relu[0][0]
__________________________________________________________________________________________________
conv_pw_2_bn (BatchNormalizatio (None, 56, 56, 96) 384 conv_pw_2[0][0]
__________________________________________________________________________________________________
conv_pw_2_relu (ReLU) (None, 56, 56, 96) 0 conv_pw_2_bn[0][0]
__________________________________________________________________________________________________
conv_dw_3 (DepthwiseConv2D) (None, 56, 56, 96) 864 conv_pw_2_relu[0][0]
__________________________________________________________________________________________________
conv_dw_3_bn (BatchNormalizatio (None, 56, 56, 96) 384 conv_dw_3[0][0]
__________________________________________________________________________________________________
conv_dw_3_relu (ReLU) (None, 56, 56, 96) 0 conv_dw_3_bn[0][0]
__________________________________________________________________________________________________
conv_pw_3 (Conv2D) (None, 56, 56, 96) 9216 conv_dw_3_relu[0][0]
__________________________________________________________________________________________________
conv_pw_3_bn (BatchNormalizatio (None, 56, 56, 96) 384 conv_pw_3[0][0]
__________________________________________________________________________________________________
conv_pw_3_relu (ReLU) (None, 56, 56, 96) 0 conv_pw_3_bn[0][0]
__________________________________________________________________________________________________
conv_pad_4 (ZeroPadding2D) (None, 57, 57, 96) 0 conv_pw_3_relu[0][0]
__________________________________________________________________________________________________
conv_dw_4 (DepthwiseConv2D) (None, 28, 28, 96) 864 conv_pad_4[0][0]
__________________________________________________________________________________________________
conv_dw_4_bn (BatchNormalizatio (None, 28, 28, 96) 384 conv_dw_4[0][0]
__________________________________________________________________________________________________
conv_dw_4_relu (ReLU) (None, 28, 28, 96) 0 conv_dw_4_bn[0][0]
__________________________________________________________________________________________________
conv_pw_4 (Conv2D) (None, 28, 28, 192) 18432 conv_dw_4_relu[0][0]
__________________________________________________________________________________________________
conv_pw_4_bn (BatchNormalizatio (None, 28, 28, 192) 768 conv_pw_4[0][0]
__________________________________________________________________________________________________
conv_pw_4_relu (ReLU) (None, 28, 28, 192) 0 conv_pw_4_bn[0][0]
__________________________________________________________________________________________________
conv_dw_5 (DepthwiseConv2D) (None, 28, 28, 192) 1728 conv_pw_4_relu[0][0]
__________________________________________________________________________________________________
conv_dw_5_bn (BatchNormalizatio (None, 28, 28, 192) 768 conv_dw_5[0][0]
__________________________________________________________________________________________________
conv_dw_5_relu (ReLU) (None, 28, 28, 192) 0 conv_dw_5_bn[0][0]
__________________________________________________________________________________________________
conv_pw_5 (Conv2D) (None, 28, 28, 192) 36864 conv_dw_5_relu[0][0]
__________________________________________________________________________________________________
conv_pw_5_bn (BatchNormalizatio (None, 28, 28, 192) 768 conv_pw_5[0][0]
__________________________________________________________________________________________________
conv_pw_5_relu (ReLU) (None, 28, 28, 192) 0 conv_pw_5_bn[0][0]
__________________________________________________________________________________________________
conv_pad_6 (ZeroPadding2D) (None, 29, 29, 192) 0 conv_pw_5_relu[0][0]
__________________________________________________________________________________________________
conv_dw_6 (DepthwiseConv2D) (None, 14, 14, 192) 1728 conv_pad_6[0][0]
__________________________________________________________________________________________________
conv_dw_6_bn (BatchNormalizatio (None, 14, 14, 192) 768 conv_dw_6[0][0]
__________________________________________________________________________________________________
conv_dw_6_relu (ReLU) (None, 14, 14, 192) 0 conv_dw_6_bn[0][0]
__________________________________________________________________________________________________
conv_pw_6 (Conv2D) (None, 14, 14, 384) 73728 conv_dw_6_relu[0][0]
__________________________________________________________________________________________________
conv_pw_6_bn (BatchNormalizatio (None, 14, 14, 384) 1536 conv_pw_6[0][0]
__________________________________________________________________________________________________
conv_pw_6_relu (ReLU) (None, 14, 14, 384) 0 conv_pw_6_bn[0][0]
__________________________________________________________________________________________________
conv_dw_7 (DepthwiseConv2D) (None, 14, 14, 384) 3456 conv_pw_6_relu[0][0]
__________________________________________________________________________________________________
conv_dw_7_bn (BatchNormalizatio (None, 14, 14, 384) 1536 conv_dw_7[0][0]
__________________________________________________________________________________________________
conv_dw_7_relu (ReLU) (None, 14, 14, 384) 0 conv_dw_7_bn[0][0]
__________________________________________________________________________________________________
conv_pw_7 (Conv2D) (None, 14, 14, 384) 147456 conv_dw_7_relu[0][0]
__________________________________________________________________________________________________
conv_pw_7_bn (BatchNormalizatio (None, 14, 14, 384) 1536 conv_pw_7[0][0]
__________________________________________________________________________________________________
conv_pw_7_relu (ReLU) (None, 14, 14, 384) 0 conv_pw_7_bn[0][0]
__________________________________________________________________________________________________
conv_dw_8 (DepthwiseConv2D) (None, 14, 14, 384) 3456 conv_pw_7_relu[0][0]
__________________________________________________________________________________________________
conv_dw_8_bn (BatchNormalizatio (None, 14, 14, 384) 1536 conv_dw_8[0][0]
__________________________________________________________________________________________________
conv_dw_8_relu (ReLU) (None, 14, 14, 384) 0 conv_dw_8_bn[0][0]
__________________________________________________________________________________________________
conv_pw_8 (Conv2D) (None, 14, 14, 384) 147456 conv_dw_8_relu[0][0]
__________________________________________________________________________________________________
conv_pw_8_bn (BatchNormalizatio (None, 14, 14, 384) 1536 conv_pw_8[0][0]
__________________________________________________________________________________________________
conv_pw_8_relu (ReLU) (None, 14, 14, 384) 0 conv_pw_8_bn[0][0]
__________________________________________________________________________________________________
conv_dw_9 (DepthwiseConv2D) (None, 14, 14, 384) 3456 conv_pw_8_relu[0][0]
__________________________________________________________________________________________________
conv_dw_9_bn (BatchNormalizatio (None, 14, 14, 384) 1536 conv_dw_9[0][0]
__________________________________________________________________________________________________
conv_dw_9_relu (ReLU) (None, 14, 14, 384) 0 conv_dw_9_bn[0][0]
__________________________________________________________________________________________________
conv_pw_9 (Conv2D) (None, 14, 14, 384) 147456 conv_dw_9_relu[0][0]
__________________________________________________________________________________________________
conv_pw_9_bn (BatchNormalizatio (None, 14, 14, 384) 1536 conv_pw_9[0][0]
__________________________________________________________________________________________________
conv_pw_9_relu (ReLU) (None, 14, 14, 384) 0 conv_pw_9_bn[0][0]
__________________________________________________________________________________________________
conv_dw_10 (DepthwiseConv2D) (None, 14, 14, 384) 3456 conv_pw_9_relu[0][0]
__________________________________________________________________________________________________
conv_dw_10_bn (BatchNormalizati (None, 14, 14, 384) 1536 conv_dw_10[0][0]
__________________________________________________________________________________________________
conv_dw_10_relu (ReLU) (None, 14, 14, 384) 0 conv_dw_10_bn[0][0]
__________________________________________________________________________________________________
conv_pw_10 (Conv2D) (None, 14, 14, 384) 147456 conv_dw_10_relu[0][0]
__________________________________________________________________________________________________
conv_pw_10_bn (BatchNormalizati (None, 14, 14, 384) 1536 conv_pw_10[0][0]
__________________________________________________________________________________________________
conv_pw_10_relu (ReLU) (None, 14, 14, 384) 0 conv_pw_10_bn[0][0]
__________________________________________________________________________________________________
conv_dw_11 (DepthwiseConv2D) (None, 14, 14, 384) 3456 conv_pw_10_relu[0][0]
__________________________________________________________________________________________________
conv_dw_11_bn (BatchNormalizati (None, 14, 14, 384) 1536 conv_dw_11[0][0]
__________________________________________________________________________________________________
conv_dw_11_relu (ReLU) (None, 14, 14, 384) 0 conv_dw_11_bn[0][0]
__________________________________________________________________________________________________
conv_pw_11 (Conv2D) (None, 14, 14, 384) 147456 conv_dw_11_relu[0][0]
__________________________________________________________________________________________________
conv_pw_11_bn (BatchNormalizati (None, 14, 14, 384) 1536 conv_pw_11[0][0]
__________________________________________________________________________________________________
conv_pw_11_relu (ReLU) (None, 14, 14, 384) 0 conv_pw_11_bn[0][0]
__________________________________________________________________________________________________
conv_pad_12 (ZeroPadding2D) (None, 15, 15, 384) 0 conv_pw_11_relu[0][0]
__________________________________________________________________________________________________
conv_dw_12 (DepthwiseConv2D) (None, 7, 7, 384) 3456 conv_pad_12[0][0]
__________________________________________________________________________________________________
conv_dw_12_bn (BatchNormalizati (None, 7, 7, 384) 1536 conv_dw_12[0][0]
__________________________________________________________________________________________________
conv_dw_12_relu (ReLU) (None, 7, 7, 384) 0 conv_dw_12_bn[0][0]
__________________________________________________________________________________________________
conv_pw_12 (Conv2D) (None, 7, 7, 768) 294912 conv_dw_12_relu[0][0]
__________________________________________________________________________________________________
conv_pw_12_bn (BatchNormalizati (None, 7, 7, 768) 3072 conv_pw_12[0][0]
__________________________________________________________________________________________________
conv_pw_12_relu (ReLU) (None, 7, 7, 768) 0 conv_pw_12_bn[0][0]
__________________________________________________________________________________________________
conv_dw_13 (DepthwiseConv2D) (None, 7, 7, 768) 6912 conv_pw_12_relu[0][0]
__________________________________________________________________________________________________
conv_dw_13_bn (BatchNormalizati (None, 7, 7, 768) 3072 conv_dw_13[0][0]
__________________________________________________________________________________________________
conv_dw_13_relu (ReLU) (None, 7, 7, 768) 0 conv_dw_13_bn[0][0]
__________________________________________________________________________________________________
conv_pw_13 (Conv2D) (None, 7, 7, 768) 589824 conv_dw_13_relu[0][0]
__________________________________________________________________________________________________
conv_pw_13_bn (BatchNormalizati (None, 7, 7, 768) 3072 conv_pw_13[0][0]
__________________________________________________________________________________________________
conv_pw_13_relu (ReLU) (None, 7, 7, 768) 0 conv_pw_13_bn[0][0]
__________________________________________________________________________________________________
up_sampling2d_7 (UpSampling2D) (None, 14, 14, 768) 0 conv_pw_13_relu[0][0]
__________________________________________________________________________________________________
concatenate_7 (Concatenate) (None, 14, 14, 1152) 0 up_sampling2d_7[0][0]
conv_pw_11_relu[0][0]
__________________________________________________________________________________________________
conv2d_13 (Conv2D) (None, 14, 14, 80) 829520 concatenate_7[0][0]
__________________________________________________________________________________________________
tf.compat.v1.nn.fused_batch_nor ((None, 14, 14, 80), 0 conv2d_13[0][0]
__________________________________________________________________________________________________
tf.nn.relu_10 (TFOpLambda) (None, 14, 14, 80) 0 tf.compat.v1.nn.fused_batch_norm[
__________________________________________________________________________________________________
conv2d_14 (Conv2D) (None, 14, 14, 80) 57680 tf.nn.relu_10[0][0]
__________________________________________________________________________________________________
tf.compat.v1.nn.fused_batch_nor ((None, 14, 14, 80), 0 conv2d_14[0][0]
__________________________________________________________________________________________________
tf.nn.relu_11 (TFOpLambda) (None, 14, 14, 80) 0 tf.compat.v1.nn.fused_batch_norm_
__________________________________________________________________________________________________
up_sampling2d_8 (UpSampling2D) (None, 28, 28, 80) 0 tf.nn.relu_11[0][0]
__________________________________________________________________________________________________
concatenate_8 (Concatenate) (None, 28, 28, 272) 0 up_sampling2d_8[0][0]
conv_pw_5_relu[0][0]
__________________________________________________________________________________________________
conv2d_15 (Conv2D) (None, 28, 28, 64) 156736 concatenate_8[0][0]
__________________________________________________________________________________________________
tf.compat.v1.nn.fused_batch_nor ((None, 28, 28, 64), 0 conv2d_15[0][0]
__________________________________________________________________________________________________
tf.nn.relu_12 (TFOpLambda) (None, 28, 28, 64) 0 tf.compat.v1.nn.fused_batch_norm_
__________________________________________________________________________________________________
conv2d_16 (Conv2D) (None, 28, 28, 64) 36928 tf.nn.relu_12[0][0]
__________________________________________________________________________________________________
tf.compat.v1.nn.fused_batch_nor ((None, 28, 28, 64), 0 conv2d_16[0][0]
__________________________________________________________________________________________________
tf.nn.relu_13 (TFOpLambda) (None, 28, 28, 64) 0 tf.compat.v1.nn.fused_batch_norm_
__________________________________________________________________________________________________
up_sampling2d_9 (UpSampling2D) (None, 56, 56, 64) 0 tf.nn.relu_13[0][0]
__________________________________________________________________________________________________
concatenate_9 (Concatenate) (None, 56, 56, 160) 0 up_sampling2d_9[0][0]
conv_pw_3_relu[0][0]
__________________________________________________________________________________________________
conv2d_17 (Conv2D) (None, 56, 56, 48) 69168 concatenate_9[0][0]
__________________________________________________________________________________________________
tf.compat.v1.nn.fused_batch_nor ((None, 56, 56, 48), 0 conv2d_17[0][0]
__________________________________________________________________________________________________
tf.nn.relu_14 (TFOpLambda) (None, 56, 56, 48) 0 tf.compat.v1.nn.fused_batch_norm_
__________________________________________________________________________________________________
conv2d_18 (Conv2D) (None, 56, 56, 48) 20784 tf.nn.relu_14[0][0]
__________________________________________________________________________________________________
tf.compat.v1.nn.fused_batch_nor ((None, 56, 56, 48), 0 conv2d_18[0][0]
__________________________________________________________________________________________________
tf.nn.relu_15 (TFOpLambda) (None, 56, 56, 48) 0 tf.compat.v1.nn.fused_batch_norm_
__________________________________________________________________________________________________
up_sampling2d_10 (UpSampling2D) (None, 112, 112, 48) 0 tf.nn.relu_15[0][0]
__________________________________________________________________________________________________
concatenate_10 (Concatenate) (None, 112, 112, 96) 0 up_sampling2d_10[0][0]
conv_pw_1_relu[0][0]
__________________________________________________________________________________________________
conv2d_19 (Conv2D) (None, 112, 112, 32) 27680 concatenate_10[0][0]
__________________________________________________________________________________________________
tf.compat.v1.nn.fused_batch_nor ((None, 112, 112, 32 0 conv2d_19[0][0]
__________________________________________________________________________________________________
tf.nn.relu_16 (TFOpLambda) (None, 112, 112, 32) 0 tf.compat.v1.nn.fused_batch_norm_
__________________________________________________________________________________________________
conv2d_20 (Conv2D) (None, 112, 112, 32) 9248 tf.nn.relu_16[0][0]
__________________________________________________________________________________________________
tf.compat.v1.nn.fused_batch_nor ((None, 112, 112, 32 0 conv2d_20[0][0]
__________________________________________________________________________________________________
tf.nn.relu_17 (TFOpLambda) (None, 112, 112, 32) 0 tf.compat.v1.nn.fused_batch_norm_
__________________________________________________________________________________________________
up_sampling2d_11 (UpSampling2D) (None, 224, 224, 32) 0 tf.nn.relu_17[0][0]
__________________________________________________________________________________________________
concatenate_11 (Concatenate) (None, 224, 224, 35) 0 up_sampling2d_11[0][0]
input_3[0][0]
__________________________________________________________________________________________________
conv2d_21 (Conv2D) (None, 224, 224, 16) 5056 concatenate_11[0][0]
__________________________________________________________________________________________________
tf.compat.v1.nn.fused_batch_nor ((None, 224, 224, 16 0 conv2d_21[0][0]
__________________________________________________________________________________________________
tf.nn.relu_18 (TFOpLambda) (None, 224, 224, 16) 0 tf.compat.v1.nn.fused_batch_norm_
__________________________________________________________________________________________________
conv2d_22 (Conv2D) (None, 224, 224, 16) 2320 tf.nn.relu_18[0][0]
__________________________________________________________________________________________________
tf.compat.v1.nn.fused_batch_nor ((None, 224, 224, 16 0 conv2d_22[0][0]
__________________________________________________________________________________________________
tf.nn.relu_19 (TFOpLambda) (None, 224, 224, 16) 0 tf.compat.v1.nn.fused_batch_norm_
__________________________________________________________________________________________________
conv2d_23 (Conv2D) (None, 224, 224, 1) 17 tf.nn.relu_19[0][0]
__________________________________________________________________________________________________
tf.math.sigmoid_1 (TFOpLambda) (None, 224, 224, 1) 0 conv2d_23[0][0]
__________________________________________________________________________________________________
reshape_1 (Reshape) (None, 224, 224) 0 tf.math.sigmoid_1[0][0]
==================================================================================================
Total params: 3,048,113
Trainable params: 3,031,697
Non-trainable params: 16,416
__________________________________________________________________________________________________
Fitting the data using the above defined network and training it:
model.fit(x=X_train1,y=masks,
epochs=20, batch_size=1,
callbacks=[checkpoint, reduce_lr, stop],
use_multiprocessing=True, verbose=1)
Epoch 1/20 409/409 [==============================] - 41s 19ms/step - loss: 1.1982 - dice_coefficient: 0.4693 Epoch 00001: loss improved from inf to 1.19822, saving model to model-1.20.h5 Epoch 2/20 409/409 [==============================] - 8s 19ms/step - loss: 0.8174 - dice_coefficient: 0.5988 Epoch 00002: loss improved from 1.19822 to 0.81742, saving model to model-0.82.h5 Epoch 3/20 409/409 [==============================] - 8s 19ms/step - loss: 0.6691 - dice_coefficient: 0.6568 Epoch 00003: loss improved from 0.81742 to 0.66915, saving model to model-0.67.h5 Epoch 4/20 409/409 [==============================] - 8s 19ms/step - loss: 0.5684 - dice_coefficient: 0.6988 Epoch 00004: loss improved from 0.66915 to 0.56843, saving model to model-0.57.h5 Epoch 5/20 409/409 [==============================] - 8s 19ms/step - loss: 0.4525 - dice_coefficient: 0.7484 Epoch 00005: loss improved from 0.56843 to 0.45250, saving model to model-0.45.h5 Epoch 6/20 409/409 [==============================] - 8s 19ms/step - loss: 0.3854 - dice_coefficient: 0.7805 Epoch 00006: loss improved from 0.45250 to 0.38543, saving model to model-0.39.h5 Epoch 7/20 409/409 [==============================] - 8s 19ms/step - loss: 0.3234 - dice_coefficient: 0.8100 Epoch 00007: loss improved from 0.38543 to 0.32340, saving model to model-0.32.h5 Epoch 8/20 409/409 [==============================] - 8s 19ms/step - loss: 0.2931 - dice_coefficient: 0.8273 Epoch 00008: loss improved from 0.32340 to 0.29312, saving model to model-0.29.h5 Epoch 9/20 409/409 [==============================] - 8s 19ms/step - loss: 0.3486 - dice_coefficient: 0.8016 Epoch 00009: loss did not improve from 0.29312 Epoch 10/20 409/409 [==============================] - 8s 19ms/step - loss: 0.2933 - dice_coefficient: 0.8305 Epoch 00010: loss did not improve from 0.29312 Epoch 11/20 409/409 [==============================] - 8s 19ms/step - loss: 0.2480 - dice_coefficient: 0.8486 Epoch 00011: loss improved from 0.29312 to 0.24798, saving model to model-0.25.h5 Epoch 12/20 409/409 [==============================] - 8s 19ms/step - loss: 0.2027 - dice_coefficient: 0.8755 Epoch 00012: loss improved from 0.24798 to 0.20266, saving model to model-0.20.h5 Epoch 13/20 409/409 [==============================] - 8s 19ms/step - loss: 0.1766 - dice_coefficient: 0.8907 Epoch 00013: loss improved from 0.20266 to 0.17663, saving model to model-0.18.h5 Epoch 14/20 409/409 [==============================] - 8s 19ms/step - loss: 0.1749 - dice_coefficient: 0.8913 Epoch 00014: loss improved from 0.17663 to 0.17486, saving model to model-0.17.h5 Epoch 15/20 409/409 [==============================] - 8s 19ms/step - loss: 0.1729 - dice_coefficient: 0.8919 Epoch 00015: loss improved from 0.17486 to 0.17290, saving model to model-0.17.h5 Epoch 16/20 409/409 [==============================] - 8s 19ms/step - loss: 0.1619 - dice_coefficient: 0.8987 Epoch 00016: loss improved from 0.17290 to 0.16193, saving model to model-0.16.h5 Epoch 17/20 409/409 [==============================] - 8s 19ms/step - loss: 0.1598 - dice_coefficient: 0.9001 Epoch 00017: loss improved from 0.16193 to 0.15983, saving model to model-0.16.h5 Epoch 18/20 409/409 [==============================] - 8s 19ms/step - loss: 0.1565 - dice_coefficient: 0.9021 Epoch 00018: loss improved from 0.15983 to 0.15655, saving model to model-0.16.h5 Epoch 19/20 409/409 [==============================] - 8s 19ms/step - loss: 0.1512 - dice_coefficient: 0.9051 Epoch 00019: loss improved from 0.15655 to 0.15117, saving model to model-0.15.h5 Epoch 20/20 409/409 [==============================] - 8s 19ms/step - loss: 0.1553 - dice_coefficient: 0.9025 Epoch 00020: loss did not improve from 0.15117
<tensorflow.python.keras.callbacks.History at 0x7f23ffb91910>
From the above data it can be seen that the dice coefficient improves to 0.90 from 0.8 when trained using the same number of 20 epochs.
Loading the test image:
predict_img=cv2.imread('/content/Part 1Test Data - Prediction Image.jpeg')
plt.imshow(predict_img)
<matplotlib.image.AxesImage at 0x7f239e34e8d0>
Resizing and reshaping the test image as per the model input requirements:
X_test = np.zeros((1, IMAGE_HEIGHT, IMAGE_WIDTH, 3))
for index in range(data.shape[0]):
img = predict_img
img = cv2.resize(img, dsize=(IMAGE_HEIGHT, IMAGE_WIDTH), interpolation=cv2.INTER_CUBIC)
if len(img.shape)==3:
if img.shape[2]==4:
img=cv2.cvtColor(img, cv2.COLOR_BGRA2BGR)
X_test[0] = np.array(img, dtype=np.float32)/255
plt.imshow(X_test[0])
<matplotlib.image.AxesImage at 0x7f23ffa9dfd0>
X_test[0].shape
(224, 224, 3)
from keras.models import load_model
Predicting the mask label for the test image:
y_pred=model.predict(X_test)
Reshaping and displaying the predicted mask:
y_pred1=y_pred.reshape(224,224)
plt.imshow(y_pred1)
<matplotlib.image.AxesImage at 0x7f231a4922d0>
Creating binary mask by setting predicted pixel values greater than 0.9 to 1 and the rest to 0:
y_pred1[y_pred1>0.9]
array([0.90658534, 0.950594 , 0.9546297 , ..., 0.9438594 , 0.93865144,
0.9321131 ], dtype=float32)
y_pred2=y_pred1.copy()
y_pred2[y_pred2>=0.9]=1
y_pred2[y_pred2<0.9]=0
Displaying the binary mask:
plt.imshow(y_pred2)
<matplotlib.image.AxesImage at 0x7f2319839190>
y_pred2=y_pred2.astype('uint8')
plt.imshow(y_pred2)
<matplotlib.image.AxesImage at 0x7f231bce5cd0>
Using bitwise and operator of OpenCV to display the faces corresponding to the masks that have been predicted:
output=cv2.bitwise_and(X_test[0],X_test[0],mask=y_pred2)
plt.imshow(output)
<matplotlib.image.AxesImage at 0x7f23197a16d0>
Fitting the model using validation data to evaluate the model while training:
model.fit(x=x_train,y=y_train,validation_data=(x_test,y_test),
epochs=50, batch_size=3,
callbacks=[checkpoint, reduce_lr, stop],
use_multiprocessing=True, verbose=1,shuffle=True)
Epoch 1/50 123/123 [==============================] - 11s 58ms/step - loss: 1.4242 - dice_coefficient: 0.3936 - val_loss: 0.8139 - val_dice_coefficient: 0.5876 Epoch 00001: loss improved from inf to 1.42421, saving model to model-1.42.h5 Epoch 2/50 123/123 [==============================] - 6s 48ms/step - loss: 0.7871 - dice_coefficient: 0.6033 - val_loss: 0.8806 - val_dice_coefficient: 0.5616 Epoch 00002: loss improved from 1.42421 to 0.78707, saving model to model-0.79.h5 Epoch 3/50 123/123 [==============================] - 6s 48ms/step - loss: 0.6302 - dice_coefficient: 0.6681 - val_loss: 0.6430 - val_dice_coefficient: 0.6620 Epoch 00003: loss improved from 0.78707 to 0.63024, saving model to model-0.63.h5 Epoch 4/50 123/123 [==============================] - 6s 49ms/step - loss: 0.5741 - dice_coefficient: 0.6921 - val_loss: 0.8837 - val_dice_coefficient: 0.5964 Epoch 00004: loss improved from 0.63024 to 0.57408, saving model to model-0.57.h5 Epoch 5/50 123/123 [==============================] - 6s 51ms/step - loss: 0.4851 - dice_coefficient: 0.7327 - val_loss: 0.7312 - val_dice_coefficient: 0.6338 Epoch 00005: loss improved from 0.57408 to 0.48508, saving model to model-0.49.h5 Epoch 6/50 123/123 [==============================] - 6s 48ms/step - loss: 0.4319 - dice_coefficient: 0.7589 - val_loss: 0.6256 - val_dice_coefficient: 0.6717 Epoch 00006: loss improved from 0.48508 to 0.43191, saving model to model-0.43.h5 Epoch 7/50 123/123 [==============================] - 6s 48ms/step - loss: 0.3891 - dice_coefficient: 0.7791 - val_loss: 0.7576 - val_dice_coefficient: 0.6296 Epoch 00007: loss improved from 0.43191 to 0.38910, saving model to model-0.39.h5 Epoch 8/50 123/123 [==============================] - 6s 48ms/step - loss: 0.3461 - dice_coefficient: 0.8017 - val_loss: 0.6419 - val_dice_coefficient: 0.6746 Epoch 00008: loss improved from 0.38910 to 0.34609, saving model to model-0.35.h5 Epoch 9/50 123/123 [==============================] - 6s 48ms/step - loss: 0.3123 - dice_coefficient: 0.8166 - val_loss: 0.6933 - val_dice_coefficient: 0.6566 Epoch 00009: loss improved from 0.34609 to 0.31235, saving model to model-0.31.h5 Epoch 10/50 123/123 [==============================] - 6s 48ms/step - loss: 0.2847 - dice_coefficient: 0.8330 - val_loss: 0.7143 - val_dice_coefficient: 0.6593 Epoch 00010: loss improved from 0.31235 to 0.28473, saving model to model-0.28.h5 Epoch 11/50 123/123 [==============================] - 6s 48ms/step - loss: 0.2509 - dice_coefficient: 0.8505 - val_loss: 0.6960 - val_dice_coefficient: 0.6666 Epoch 00011: loss improved from 0.28473 to 0.25088, saving model to model-0.25.h5 Epoch 12/50 123/123 [==============================] - 6s 47ms/step - loss: 0.2439 - dice_coefficient: 0.8544 - val_loss: 0.7567 - val_dice_coefficient: 0.6449 Epoch 00012: loss improved from 0.25088 to 0.24387, saving model to model-0.24.h5 Epoch 13/50 123/123 [==============================] - 6s 47ms/step - loss: 0.2202 - dice_coefficient: 0.8685 - val_loss: 0.7403 - val_dice_coefficient: 0.6482 Epoch 00013: loss improved from 0.24387 to 0.22017, saving model to model-0.22.h5 Epoch 14/50 123/123 [==============================] - 6s 48ms/step - loss: 0.2080 - dice_coefficient: 0.8743 - val_loss: 0.7446 - val_dice_coefficient: 0.6638 Epoch 00014: loss improved from 0.22017 to 0.20795, saving model to model-0.21.h5 Epoch 15/50 123/123 [==============================] - 6s 48ms/step - loss: 0.1989 - dice_coefficient: 0.8801 - val_loss: 0.8131 - val_dice_coefficient: 0.6493 Epoch 00015: loss improved from 0.20795 to 0.19887, saving model to model-0.20.h5 Epoch 16/50 123/123 [==============================] - 6s 48ms/step - loss: 0.1786 - dice_coefficient: 0.8921 - val_loss: 0.7486 - val_dice_coefficient: 0.6626 Epoch 00016: loss improved from 0.19887 to 0.17861, saving model to model-0.18.h5 Epoch 17/50 123/123 [==============================] - 6s 48ms/step - loss: 0.1832 - dice_coefficient: 0.8885 - val_loss: 0.7299 - val_dice_coefficient: 0.6848 Epoch 00017: loss did not improve from 0.17861 Epoch 18/50 123/123 [==============================] - 6s 48ms/step - loss: 0.1629 - dice_coefficient: 0.8999 - val_loss: 0.8550 - val_dice_coefficient: 0.6386 Epoch 00018: loss improved from 0.17861 to 0.16293, saving model to model-0.16.h5 Epoch 19/50 123/123 [==============================] - 6s 48ms/step - loss: 0.1571 - dice_coefficient: 0.9030 - val_loss: 0.7724 - val_dice_coefficient: 0.6738 Epoch 00019: loss improved from 0.16293 to 0.15713, saving model to model-0.16.h5 Epoch 20/50 123/123 [==============================] - 6s 48ms/step - loss: 0.1503 - dice_coefficient: 0.9076 - val_loss: 0.7891 - val_dice_coefficient: 0.6609 Epoch 00020: loss improved from 0.15713 to 0.15030, saving model to model-0.15.h5 Epoch 21/50 123/123 [==============================] - 6s 48ms/step - loss: 0.1429 - dice_coefficient: 0.9119 - val_loss: 0.7892 - val_dice_coefficient: 0.6711 Epoch 00021: loss improved from 0.15030 to 0.14286, saving model to model-0.14.h5 Epoch 22/50 123/123 [==============================] - 6s 48ms/step - loss: 0.1360 - dice_coefficient: 0.9164 - val_loss: 0.8440 - val_dice_coefficient: 0.6496 Epoch 00022: loss improved from 0.14286 to 0.13604, saving model to model-0.14.h5 Epoch 23/50 123/123 [==============================] - 6s 48ms/step - loss: 0.1342 - dice_coefficient: 0.9175 - val_loss: 0.7839 - val_dice_coefficient: 0.6648 Epoch 00023: loss improved from 0.13604 to 0.13422, saving model to model-0.13.h5 Epoch 24/50 123/123 [==============================] - 6s 48ms/step - loss: 0.1233 - dice_coefficient: 0.9242 - val_loss: 0.7854 - val_dice_coefficient: 0.6797 Epoch 00024: loss improved from 0.13422 to 0.12333, saving model to model-0.12.h5 Epoch 25/50 123/123 [==============================] - 6s 48ms/step - loss: 0.1188 - dice_coefficient: 0.9265 - val_loss: 0.8922 - val_dice_coefficient: 0.6491 Epoch 00025: loss improved from 0.12333 to 0.11882, saving model to model-0.12.h5 Epoch 26/50 123/123 [==============================] - 6s 48ms/step - loss: 0.1181 - dice_coefficient: 0.9272 - val_loss: 0.7905 - val_dice_coefficient: 0.6883 Epoch 00026: loss improved from 0.11882 to 0.11806, saving model to model-0.12.h5 Epoch 27/50 123/123 [==============================] - 6s 47ms/step - loss: 0.1117 - dice_coefficient: 0.9305 - val_loss: 0.9279 - val_dice_coefficient: 0.6490 Epoch 00027: loss improved from 0.11806 to 0.11167, saving model to model-0.11.h5 Epoch 28/50 123/123 [==============================] - 6s 47ms/step - loss: 0.1107 - dice_coefficient: 0.9316 - val_loss: 0.9135 - val_dice_coefficient: 0.6496 Epoch 00028: loss improved from 0.11167 to 0.11066, saving model to model-0.11.h5 Epoch 29/50 123/123 [==============================] - 6s 47ms/step - loss: 0.1041 - dice_coefficient: 0.9353 - val_loss: 0.8565 - val_dice_coefficient: 0.6619 Epoch 00029: loss improved from 0.11066 to 0.10410, saving model to model-0.10.h5 Epoch 30/50 123/123 [==============================] - 6s 47ms/step - loss: 0.1178 - dice_coefficient: 0.9264 - val_loss: 0.9746 - val_dice_coefficient: 0.6248 Epoch 00030: loss did not improve from 0.10410 Epoch 31/50 123/123 [==============================] - 6s 47ms/step - loss: 0.1120 - dice_coefficient: 0.9306 - val_loss: 0.9678 - val_dice_coefficient: 0.6291 Epoch 00031: loss did not improve from 0.10410 Epoch 32/50 123/123 [==============================] - 6s 47ms/step - loss: 0.1058 - dice_coefficient: 0.9342 - val_loss: 0.7771 - val_dice_coefficient: 0.6828 Epoch 00032: loss did not improve from 0.10410 Epoch 33/50 123/123 [==============================] - 6s 47ms/step - loss: 0.1019 - dice_coefficient: 0.9360 - val_loss: 0.8867 - val_dice_coefficient: 0.6635 Epoch 00033: loss improved from 0.10410 to 0.10195, saving model to model-0.10.h5 Epoch 34/50 123/123 [==============================] - 6s 47ms/step - loss: 0.0950 - dice_coefficient: 0.9403 - val_loss: 0.8502 - val_dice_coefficient: 0.6769 Epoch 00034: loss improved from 0.10195 to 0.09503, saving model to model-0.10.h5 Epoch 35/50 123/123 [==============================] - 6s 48ms/step - loss: 0.0993 - dice_coefficient: 0.9382 - val_loss: 0.8419 - val_dice_coefficient: 0.6727 Epoch 00035: loss did not improve from 0.09503 Epoch 36/50 123/123 [==============================] - 6s 47ms/step - loss: 0.0970 - dice_coefficient: 0.9395 - val_loss: 0.8890 - val_dice_coefficient: 0.6638 Epoch 00036: loss did not improve from 0.09503 Epoch 37/50 123/123 [==============================] - 6s 47ms/step - loss: 0.0951 - dice_coefficient: 0.9406 - val_loss: 0.8563 - val_dice_coefficient: 0.6646 Epoch 00037: loss did not improve from 0.09503 Epoch 38/50 123/123 [==============================] - 6s 47ms/step - loss: 0.0918 - dice_coefficient: 0.9427 - val_loss: 0.8453 - val_dice_coefficient: 0.6702 Epoch 00038: loss improved from 0.09503 to 0.09175, saving model to model-0.09.h5 Epoch 39/50 123/123 [==============================] - 6s 48ms/step - loss: 0.0839 - dice_coefficient: 0.9472 - val_loss: 0.9099 - val_dice_coefficient: 0.6540 Epoch 00039: loss improved from 0.09175 to 0.08394, saving model to model-0.08.h5 Epoch 40/50 123/123 [==============================] - 6s 47ms/step - loss: 0.0826 - dice_coefficient: 0.9481 - val_loss: 0.8168 - val_dice_coefficient: 0.6832 Epoch 00040: loss improved from 0.08394 to 0.08257, saving model to model-0.08.h5 Epoch 41/50 123/123 [==============================] - 6s 48ms/step - loss: 0.0828 - dice_coefficient: 0.9478 - val_loss: 0.8781 - val_dice_coefficient: 0.6684 Epoch 00041: loss did not improve from 0.08257 Epoch 42/50 123/123 [==============================] - 6s 48ms/step - loss: 0.0884 - dice_coefficient: 0.9449 - val_loss: 0.9055 - val_dice_coefficient: 0.6541 Epoch 00042: loss did not improve from 0.08257 Epoch 43/50 123/123 [==============================] - 6s 48ms/step - loss: 0.0878 - dice_coefficient: 0.9446 - val_loss: 0.8231 - val_dice_coefficient: 0.6879 Epoch 00043: loss did not improve from 0.08257 Epoch 44/50 123/123 [==============================] - 6s 48ms/step - loss: 0.0835 - dice_coefficient: 0.9472 - val_loss: 0.8621 - val_dice_coefficient: 0.6839 Epoch 00044: loss did not improve from 0.08257 Epoch 45/50 123/123 [==============================] - 6s 49ms/step - loss: 0.0821 - dice_coefficient: 0.9484 - val_loss: 0.8160 - val_dice_coefficient: 0.6833 Epoch 00045: loss improved from 0.08257 to 0.08211, saving model to model-0.08.h5 Epoch 46/50 123/123 [==============================] - 6s 48ms/step - loss: 0.0863 - dice_coefficient: 0.9461 - val_loss: 0.8752 - val_dice_coefficient: 0.6801 Epoch 00046: loss did not improve from 0.08211 Epoch 47/50 123/123 [==============================] - 6s 48ms/step - loss: 0.0808 - dice_coefficient: 0.9494 - val_loss: 0.8473 - val_dice_coefficient: 0.6793 Epoch 00047: loss improved from 0.08211 to 0.08078, saving model to model-0.08.h5 Epoch 48/50 123/123 [==============================] - 6s 48ms/step - loss: 0.0730 - dice_coefficient: 0.9543 - val_loss: 0.9293 - val_dice_coefficient: 0.6605 Epoch 00048: loss improved from 0.08078 to 0.07296, saving model to model-0.07.h5 Epoch 49/50 123/123 [==============================] - 6s 48ms/step - loss: 0.0725 - dice_coefficient: 0.9543 - val_loss: 0.9221 - val_dice_coefficient: 0.6642 Epoch 00049: loss improved from 0.07296 to 0.07247, saving model to model-0.07.h5 Epoch 50/50 123/123 [==============================] - 6s 48ms/step - loss: 0.0822 - dice_coefficient: 0.9487 - val_loss: 0.7908 - val_dice_coefficient: 0.6944 Epoch 00050: loss did not improve from 0.07247
<tensorflow.python.keras.callbacks.History at 0x7fb60f62c090>
As seen in the training above, the training dice coefficient increases more than 0.9 while the validation dice coefficient does not show much improvement while training and continues to remain in the range of 0.6 to 0.7. This could be due to lack of sufficient training data and validation data.
y_train_pred=model.predict(x_train)
dice_coefficient(y_train_pred,y_train)
<tf.Tensor: shape=(), dtype=float64, numpy=0.7698041093521356>
WEIGHTS_FILE = "/content/model-0.05.h5"
THRESHOLD = 0.8
EPSILON = 0.02
model.load_weights(WEIGHTS_FILE)
model.evaluate(x_train,y_train)
12/12 [==============================] - 2s 148ms/step - loss: 0.0990 - dice_coefficient: 0.9426
[0.09898259490728378, 0.9425923228263855]
Evaluating the above trained model: A dice coefficient of 0.74 is obtained.
model.evaluate(x_test,y_test)
2/2 [==============================] - 2s 468ms/step - loss: 0.7395 - dice_coefficient: 0.7452
[0.7395297288894653, 0.7451627254486084]
Predicting and displaying the mask for a sample test image:
y_pred=model.predict(x_test)
y_pred1=y_pred.reshape(y_pred.shape[0],224,224)
y_test1=y_test.reshape(y_test.shape[0],224,224)
plt.imshow(x_test[0])
<matplotlib.image.AxesImage at 0x7fb778afb950>
plt.imshow(y_test1[1])
<matplotlib.image.AxesImage at 0x7fb778a8f650>
plt.imshow(y_pred1[1])
<matplotlib.image.AxesImage at 0x7fb7781fba90>
encoder = MobileNet(input_shape=(IMAGE_HEIGHT, IMAGE_WIDTH, 3), weights="imagenet", include_top=False)
Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/mobilenet/mobilenet_1_0_128_tf_no_top.h5 17227776/17225924 [==============================] - 0s 0us/step
encoder.summary()
Model: "mobilenet_1.00_128" _________________________________________________________________ Layer (type) Output Shape Param # ================================================================= input_1 (InputLayer) [(None, 128, 128, 3)] 0 _________________________________________________________________ conv1 (Conv2D) (None, 64, 64, 32) 864 _________________________________________________________________ conv1_bn (BatchNormalization (None, 64, 64, 32) 128 _________________________________________________________________ conv1_relu (ReLU) (None, 64, 64, 32) 0 _________________________________________________________________ conv_dw_1 (DepthwiseConv2D) (None, 64, 64, 32) 288 _________________________________________________________________ conv_dw_1_bn (BatchNormaliza (None, 64, 64, 32) 128 _________________________________________________________________ conv_dw_1_relu (ReLU) (None, 64, 64, 32) 0 _________________________________________________________________ conv_pw_1 (Conv2D) (None, 64, 64, 64) 2048 _________________________________________________________________ conv_pw_1_bn (BatchNormaliza (None, 64, 64, 64) 256 _________________________________________________________________ conv_pw_1_relu (ReLU) (None, 64, 64, 64) 0 _________________________________________________________________ conv_pad_2 (ZeroPadding2D) (None, 65, 65, 64) 0 _________________________________________________________________ conv_dw_2 (DepthwiseConv2D) (None, 32, 32, 64) 576 _________________________________________________________________ conv_dw_2_bn (BatchNormaliza (None, 32, 32, 64) 256 _________________________________________________________________ conv_dw_2_relu (ReLU) (None, 32, 32, 64) 0 _________________________________________________________________ conv_pw_2 (Conv2D) (None, 32, 32, 128) 8192 _________________________________________________________________ conv_pw_2_bn (BatchNormaliza (None, 32, 32, 128) 512 _________________________________________________________________ conv_pw_2_relu (ReLU) (None, 32, 32, 128) 0 _________________________________________________________________ conv_dw_3 (DepthwiseConv2D) (None, 32, 32, 128) 1152 _________________________________________________________________ conv_dw_3_bn (BatchNormaliza (None, 32, 32, 128) 512 _________________________________________________________________ conv_dw_3_relu (ReLU) (None, 32, 32, 128) 0 _________________________________________________________________ conv_pw_3 (Conv2D) (None, 32, 32, 128) 16384 _________________________________________________________________ conv_pw_3_bn (BatchNormaliza (None, 32, 32, 128) 512 _________________________________________________________________ conv_pw_3_relu (ReLU) (None, 32, 32, 128) 0 _________________________________________________________________ conv_pad_4 (ZeroPadding2D) (None, 33, 33, 128) 0 _________________________________________________________________ conv_dw_4 (DepthwiseConv2D) (None, 16, 16, 128) 1152 _________________________________________________________________ conv_dw_4_bn (BatchNormaliza (None, 16, 16, 128) 512 _________________________________________________________________ conv_dw_4_relu (ReLU) (None, 16, 16, 128) 0 _________________________________________________________________ conv_pw_4 (Conv2D) (None, 16, 16, 256) 32768 _________________________________________________________________ conv_pw_4_bn (BatchNormaliza (None, 16, 16, 256) 1024 _________________________________________________________________ conv_pw_4_relu (ReLU) (None, 16, 16, 256) 0 _________________________________________________________________ conv_dw_5 (DepthwiseConv2D) (None, 16, 16, 256) 2304 _________________________________________________________________ conv_dw_5_bn (BatchNormaliza (None, 16, 16, 256) 1024 _________________________________________________________________ conv_dw_5_relu (ReLU) (None, 16, 16, 256) 0 _________________________________________________________________ conv_pw_5 (Conv2D) (None, 16, 16, 256) 65536 _________________________________________________________________ conv_pw_5_bn (BatchNormaliza (None, 16, 16, 256) 1024 _________________________________________________________________ conv_pw_5_relu (ReLU) (None, 16, 16, 256) 0 _________________________________________________________________ conv_pad_6 (ZeroPadding2D) (None, 17, 17, 256) 0 _________________________________________________________________ conv_dw_6 (DepthwiseConv2D) (None, 8, 8, 256) 2304 _________________________________________________________________ conv_dw_6_bn (BatchNormaliza (None, 8, 8, 256) 1024 _________________________________________________________________ conv_dw_6_relu (ReLU) (None, 8, 8, 256) 0 _________________________________________________________________ conv_pw_6 (Conv2D) (None, 8, 8, 512) 131072 _________________________________________________________________ conv_pw_6_bn (BatchNormaliza (None, 8, 8, 512) 2048 _________________________________________________________________ conv_pw_6_relu (ReLU) (None, 8, 8, 512) 0 _________________________________________________________________ conv_dw_7 (DepthwiseConv2D) (None, 8, 8, 512) 4608 _________________________________________________________________ conv_dw_7_bn (BatchNormaliza (None, 8, 8, 512) 2048 _________________________________________________________________ conv_dw_7_relu (ReLU) (None, 8, 8, 512) 0 _________________________________________________________________ conv_pw_7 (Conv2D) (None, 8, 8, 512) 262144 _________________________________________________________________ conv_pw_7_bn (BatchNormaliza (None, 8, 8, 512) 2048 _________________________________________________________________ conv_pw_7_relu (ReLU) (None, 8, 8, 512) 0 _________________________________________________________________ conv_dw_8 (DepthwiseConv2D) (None, 8, 8, 512) 4608 _________________________________________________________________ conv_dw_8_bn (BatchNormaliza (None, 8, 8, 512) 2048 _________________________________________________________________ conv_dw_8_relu (ReLU) (None, 8, 8, 512) 0 _________________________________________________________________ conv_pw_8 (Conv2D) (None, 8, 8, 512) 262144 _________________________________________________________________ conv_pw_8_bn (BatchNormaliza (None, 8, 8, 512) 2048 _________________________________________________________________ conv_pw_8_relu (ReLU) (None, 8, 8, 512) 0 _________________________________________________________________ conv_dw_9 (DepthwiseConv2D) (None, 8, 8, 512) 4608 _________________________________________________________________ conv_dw_9_bn (BatchNormaliza (None, 8, 8, 512) 2048 _________________________________________________________________ conv_dw_9_relu (ReLU) (None, 8, 8, 512) 0 _________________________________________________________________ conv_pw_9 (Conv2D) (None, 8, 8, 512) 262144 _________________________________________________________________ conv_pw_9_bn (BatchNormaliza (None, 8, 8, 512) 2048 _________________________________________________________________ conv_pw_9_relu (ReLU) (None, 8, 8, 512) 0 _________________________________________________________________ conv_dw_10 (DepthwiseConv2D) (None, 8, 8, 512) 4608 _________________________________________________________________ conv_dw_10_bn (BatchNormaliz (None, 8, 8, 512) 2048 _________________________________________________________________ conv_dw_10_relu (ReLU) (None, 8, 8, 512) 0 _________________________________________________________________ conv_pw_10 (Conv2D) (None, 8, 8, 512) 262144 _________________________________________________________________ conv_pw_10_bn (BatchNormaliz (None, 8, 8, 512) 2048 _________________________________________________________________ conv_pw_10_relu (ReLU) (None, 8, 8, 512) 0 _________________________________________________________________ conv_dw_11 (DepthwiseConv2D) (None, 8, 8, 512) 4608 _________________________________________________________________ conv_dw_11_bn (BatchNormaliz (None, 8, 8, 512) 2048 _________________________________________________________________ conv_dw_11_relu (ReLU) (None, 8, 8, 512) 0 _________________________________________________________________ conv_pw_11 (Conv2D) (None, 8, 8, 512) 262144 _________________________________________________________________ conv_pw_11_bn (BatchNormaliz (None, 8, 8, 512) 2048 _________________________________________________________________ conv_pw_11_relu (ReLU) (None, 8, 8, 512) 0 _________________________________________________________________ conv_pad_12 (ZeroPadding2D) (None, 9, 9, 512) 0 _________________________________________________________________ conv_dw_12 (DepthwiseConv2D) (None, 4, 4, 512) 4608 _________________________________________________________________ conv_dw_12_bn (BatchNormaliz (None, 4, 4, 512) 2048 _________________________________________________________________ conv_dw_12_relu (ReLU) (None, 4, 4, 512) 0 _________________________________________________________________ conv_pw_12 (Conv2D) (None, 4, 4, 1024) 524288 _________________________________________________________________ conv_pw_12_bn (BatchNormaliz (None, 4, 4, 1024) 4096 _________________________________________________________________ conv_pw_12_relu (ReLU) (None, 4, 4, 1024) 0 _________________________________________________________________ conv_dw_13 (DepthwiseConv2D) (None, 4, 4, 1024) 9216 _________________________________________________________________ conv_dw_13_bn (BatchNormaliz (None, 4, 4, 1024) 4096 _________________________________________________________________ conv_dw_13_relu (ReLU) (None, 4, 4, 1024) 0 _________________________________________________________________ conv_pw_13 (Conv2D) (None, 4, 4, 1024) 1048576 _________________________________________________________________ conv_pw_13_bn (BatchNormaliz (None, 4, 4, 1024) 4096 _________________________________________________________________ conv_pw_13_relu (ReLU) (None, 4, 4, 1024) 0 ================================================================= Total params: 3,228,864 Trainable params: 3,206,976 Non-trainable params: 21,888 _________________________________________________________________
encoder_output = encoder.get_layer("conv_pw_13_relu").output
skip_connection_names = [ "conv_pw_1_relu", "conv_pw_3_relu", "conv_pw_5_relu","conv_pw_11_relu"]
f = [ 32, 64,128,256]
#encoder_output = encoder.get_layer("conv5_block3_out").output
x = encoder_output
for i in range(1, len(skip_connection_names)+1, 1):
x_skip = encoder.get_layer(skip_connection_names[-i]).output
x = UpSampling2D((2, 2))(x)
x = Conv2D(f[-i], (3, 3), padding="same")(x)
#x = BatchNormalization()(x)
#x = layers.BatchNormalization()
x = Activation("relu")(x)
x = Concatenate()([x, x_skip])
x = Conv2D(f[-i], (3, 3), padding="same")(x)
#x = BatchNormalization()(x)
#x = layers.BatchNormalization()
x = Activation("relu")(x)
x = Conv2D(f[-i], (3, 3), padding="same")(x)
#x = BatchNormalization()(x)
#x = layers.BatchNormalization()
x = Activation("relu")(x)
x = Conv2D(f[-i], (3, 3), padding="same")(x)
#x = BatchNormalization()(x)
#x = layers.BatchNormalization()
x = Activation("relu")(x)
x = Conv2D(1, (1, 1), padding="same")(x)
x = Activation("sigmoid")(x)
x = Reshape((IMAGE_HEIGHT, IMAGE_WIDTH))(x)
model = Model(inputs=encoder.input, outputs=x)
--------------------------------------------------------------------------- ValueError Traceback (most recent call last) <ipython-input-15-8995c22e1b27> in <module>() 27 x = Conv2D(1, (1, 1), padding="same")(x) 28 x = Activation("sigmoid")(x) ---> 29 x = Reshape((IMAGE_HEIGHT, IMAGE_WIDTH))(x) 30 31 model = Model(inputs=encoder.input, outputs=x) /usr/local/lib/python3.7/dist-packages/tensorflow/python/keras/engine/base_layer.py in __call__(self, *args, **kwargs) 968 if _in_functional_construction_mode(self, inputs, args, kwargs, input_list): 969 return self._functional_construction_call(inputs, args, kwargs, --> 970 input_list) 971 972 # Maintains info about the `Layer.call` stack. /usr/local/lib/python3.7/dist-packages/tensorflow/python/keras/engine/base_layer.py in _functional_construction_call(self, inputs, args, kwargs, input_list) 1106 # Check input assumptions set after layer building, e.g. input shape. 1107 outputs = self._keras_tensor_symbolic_call( -> 1108 inputs, input_masks, args, kwargs) 1109 1110 if outputs is None: /usr/local/lib/python3.7/dist-packages/tensorflow/python/keras/engine/base_layer.py in _keras_tensor_symbolic_call(self, inputs, input_masks, args, kwargs) 838 return nest.map_structure(keras_tensor.KerasTensor, output_signature) 839 else: --> 840 return self._infer_output_signature(inputs, args, kwargs, input_masks) 841 842 def _infer_output_signature(self, inputs, args, kwargs, input_masks): /usr/local/lib/python3.7/dist-packages/tensorflow/python/keras/engine/base_layer.py in _infer_output_signature(self, inputs, args, kwargs, input_masks) 878 self._maybe_build(inputs) 879 inputs = self._maybe_cast_inputs(inputs) --> 880 outputs = call_fn(inputs, *args, **kwargs) 881 882 self._handle_activity_regularization(inputs, outputs) /usr/local/lib/python3.7/dist-packages/tensorflow/python/keras/layers/core.py in call(self, inputs) 555 # Set the static shape for the result since it might lost during array_ops 556 # reshape, eg, some `None` dim in the result could be inferred. --> 557 result.set_shape(self.compute_output_shape(inputs.shape)) 558 return result 559 /usr/local/lib/python3.7/dist-packages/tensorflow/python/keras/layers/core.py in compute_output_shape(self, input_shape) 546 output_shape = [input_shape[0]] 547 output_shape += self._fix_unknown_dimension(input_shape[1:], --> 548 self.target_shape) 549 return tensor_shape.TensorShape(output_shape) 550 /usr/local/lib/python3.7/dist-packages/tensorflow/python/keras/layers/core.py in _fix_unknown_dimension(self, input_shape, output_shape) 534 output_shape[unknown] = original // known 535 elif original != known: --> 536 raise ValueError(msg) 537 return output_shape 538 ValueError: total size of new array must be unchanged, input_shape = [64, 64, 1], output_shape = [128, 128]
model.fit(x=x_train,y=y_train,validation_data=(x_test,y_test),
epochs=50, batch_size=3,
callbacks=[checkpoint, reduce_lr, stop],
use_multiprocessing=True, verbose=1,shuffle=True)
Epoch 1/50 123/123 [==============================] - 45s 74ms/step - loss: 1.3516 - dice_coefficient: 0.3945 - val_loss: 1.5947 - val_dice_coefficient: 0.3377 Epoch 00001: loss improved from inf to 1.35157, saving model to model-1.35.h5 Epoch 2/50 123/123 [==============================] - 7s 56ms/step - loss: 0.7648 - dice_coefficient: 0.6129 - val_loss: 0.6669 - val_dice_coefficient: 0.6205 Epoch 00002: loss improved from 1.35157 to 0.76484, saving model to model-0.76.h5 Epoch 3/50 123/123 [==============================] - 7s 56ms/step - loss: 0.6450 - dice_coefficient: 0.6626 - val_loss: 0.7473 - val_dice_coefficient: 0.6009 Epoch 00003: loss improved from 0.76484 to 0.64498, saving model to model-0.64.h5 Epoch 4/50 123/123 [==============================] - 7s 57ms/step - loss: 0.5326 - dice_coefficient: 0.7081 - val_loss: 0.8028 - val_dice_coefficient: 0.6018 Epoch 00004: loss improved from 0.64498 to 0.53260, saving model to model-0.53.h5 Epoch 5/50 123/123 [==============================] - 7s 57ms/step - loss: 0.4734 - dice_coefficient: 0.7360 - val_loss: 0.6999 - val_dice_coefficient: 0.6372 Epoch 00005: loss improved from 0.53260 to 0.47339, saving model to model-0.47.h5 Epoch 6/50 123/123 [==============================] - 7s 57ms/step - loss: 0.4348 - dice_coefficient: 0.7570 - val_loss: 0.6682 - val_dice_coefficient: 0.6752 Epoch 00006: loss improved from 0.47339 to 0.43480, saving model to model-0.43.h5 Epoch 7/50 123/123 [==============================] - 7s 58ms/step - loss: 0.3735 - dice_coefficient: 0.7864 - val_loss: 0.6773 - val_dice_coefficient: 0.6714 Epoch 00007: loss improved from 0.43480 to 0.37350, saving model to model-0.37.h5 Epoch 8/50 123/123 [==============================] - 7s 58ms/step - loss: 0.3385 - dice_coefficient: 0.8039 - val_loss: 0.8147 - val_dice_coefficient: 0.6323 Epoch 00008: loss improved from 0.37350 to 0.33846, saving model to model-0.34.h5 Epoch 9/50 123/123 [==============================] - 7s 58ms/step - loss: 0.3170 - dice_coefficient: 0.8150 - val_loss: 0.7114 - val_dice_coefficient: 0.6473 Epoch 00009: loss improved from 0.33846 to 0.31700, saving model to model-0.32.h5 Epoch 10/50 123/123 [==============================] - 7s 58ms/step - loss: 0.2665 - dice_coefficient: 0.8418 - val_loss: 0.6784 - val_dice_coefficient: 0.6748 Epoch 00010: loss improved from 0.31700 to 0.26647, saving model to model-0.27.h5 Epoch 11/50 123/123 [==============================] - 7s 59ms/step - loss: 0.2398 - dice_coefficient: 0.8562 - val_loss: 0.7125 - val_dice_coefficient: 0.6645 Epoch 00011: loss improved from 0.26647 to 0.23978, saving model to model-0.24.h5 Epoch 12/50 123/123 [==============================] - 7s 58ms/step - loss: 0.2320 - dice_coefficient: 0.8607 - val_loss: 0.8441 - val_dice_coefficient: 0.6533 Epoch 00012: loss improved from 0.23978 to 0.23203, saving model to model-0.23.h5 Epoch 13/50 123/123 [==============================] - 7s 58ms/step - loss: 0.2215 - dice_coefficient: 0.8670 - val_loss: 0.6982 - val_dice_coefficient: 0.6690 Epoch 00013: loss improved from 0.23203 to 0.22146, saving model to model-0.22.h5 Epoch 14/50 123/123 [==============================] - 7s 58ms/step - loss: 0.1957 - dice_coefficient: 0.8820 - val_loss: 0.7312 - val_dice_coefficient: 0.6643 Epoch 00014: loss improved from 0.22146 to 0.19571, saving model to model-0.20.h5 Epoch 15/50 123/123 [==============================] - 7s 58ms/step - loss: 0.1983 - dice_coefficient: 0.8801 - val_loss: 0.7992 - val_dice_coefficient: 0.6594 Epoch 00015: loss did not improve from 0.19571 Epoch 16/50 123/123 [==============================] - 7s 58ms/step - loss: 0.1742 - dice_coefficient: 0.8938 - val_loss: 0.6987 - val_dice_coefficient: 0.7004 Epoch 00016: loss improved from 0.19571 to 0.17418, saving model to model-0.17.h5 Epoch 17/50 123/123 [==============================] - 7s 58ms/step - loss: 0.1677 - dice_coefficient: 0.8989 - val_loss: 0.7670 - val_dice_coefficient: 0.6633 Epoch 00017: loss improved from 0.17418 to 0.16770, saving model to model-0.17.h5 Epoch 18/50 123/123 [==============================] - 7s 57ms/step - loss: 0.1592 - dice_coefficient: 0.9022 - val_loss: 0.7984 - val_dice_coefficient: 0.6546 Epoch 00018: loss improved from 0.16770 to 0.15919, saving model to model-0.16.h5 Epoch 19/50 123/123 [==============================] - 7s 58ms/step - loss: 0.1484 - dice_coefficient: 0.9089 - val_loss: 0.8029 - val_dice_coefficient: 0.6580 Epoch 00019: loss improved from 0.15919 to 0.14836, saving model to model-0.15.h5 Epoch 20/50 123/123 [==============================] - 7s 58ms/step - loss: 0.1602 - dice_coefficient: 0.9030 - val_loss: 0.7784 - val_dice_coefficient: 0.6835 Epoch 00020: loss did not improve from 0.14836 Epoch 21/50 123/123 [==============================] - 7s 58ms/step - loss: 0.1463 - dice_coefficient: 0.9095 - val_loss: 0.8111 - val_dice_coefficient: 0.6613 Epoch 00021: loss improved from 0.14836 to 0.14635, saving model to model-0.15.h5 Epoch 22/50 123/123 [==============================] - 7s 58ms/step - loss: 0.1380 - dice_coefficient: 0.9148 - val_loss: 0.7837 - val_dice_coefficient: 0.6623 Epoch 00022: loss improved from 0.14635 to 0.13797, saving model to model-0.14.h5 Epoch 23/50 123/123 [==============================] - 7s 58ms/step - loss: 0.1303 - dice_coefficient: 0.9200 - val_loss: 0.7718 - val_dice_coefficient: 0.6623 Epoch 00023: loss improved from 0.13797 to 0.13025, saving model to model-0.13.h5 Epoch 24/50 123/123 [==============================] - 7s 58ms/step - loss: 0.1226 - dice_coefficient: 0.9236 - val_loss: 0.8817 - val_dice_coefficient: 0.6519 Epoch 00024: loss improved from 0.13025 to 0.12258, saving model to model-0.12.h5 Epoch 25/50 123/123 [==============================] - 7s 58ms/step - loss: 0.1318 - dice_coefficient: 0.9168 - val_loss: 0.8673 - val_dice_coefficient: 0.6447 Epoch 00025: loss did not improve from 0.12258 Epoch 26/50 123/123 [==============================] - 7s 58ms/step - loss: 0.1261 - dice_coefficient: 0.9212 - val_loss: 0.8255 - val_dice_coefficient: 0.6557 Epoch 00026: loss did not improve from 0.12258 Epoch 27/50 123/123 [==============================] - 7s 58ms/step - loss: 0.1280 - dice_coefficient: 0.9226 - val_loss: 0.8799 - val_dice_coefficient: 0.6531 Epoch 00027: loss did not improve from 0.12258 Epoch 28/50 123/123 [==============================] - 7s 58ms/step - loss: 0.1180 - dice_coefficient: 0.9274 - val_loss: 0.9133 - val_dice_coefficient: 0.6420 Epoch 00028: loss improved from 0.12258 to 0.11798, saving model to model-0.12.h5 Epoch 29/50 123/123 [==============================] - 7s 58ms/step - loss: 0.1094 - dice_coefficient: 0.9317 - val_loss: 0.9002 - val_dice_coefficient: 0.6529 Epoch 00029: loss improved from 0.11798 to 0.10942, saving model to model-0.11.h5 Epoch 30/50 123/123 [==============================] - 7s 58ms/step - loss: 0.1090 - dice_coefficient: 0.9325 - val_loss: 0.7682 - val_dice_coefficient: 0.6965 Epoch 00030: loss improved from 0.10942 to 0.10900, saving model to model-0.11.h5 Epoch 31/50 123/123 [==============================] - 7s 58ms/step - loss: 0.1010 - dice_coefficient: 0.9373 - val_loss: 0.8176 - val_dice_coefficient: 0.6704 Epoch 00031: loss improved from 0.10900 to 0.10102, saving model to model-0.10.h5 Epoch 32/50 123/123 [==============================] - 7s 58ms/step - loss: 0.0981 - dice_coefficient: 0.9386 - val_loss: 0.9491 - val_dice_coefficient: 0.6446 Epoch 00032: loss improved from 0.10102 to 0.09806, saving model to model-0.10.h5 Epoch 33/50 123/123 [==============================] - 7s 59ms/step - loss: 0.0923 - dice_coefficient: 0.9421 - val_loss: 0.8262 - val_dice_coefficient: 0.6731 Epoch 00033: loss improved from 0.09806 to 0.09228, saving model to model-0.09.h5 Epoch 34/50 123/123 [==============================] - 7s 59ms/step - loss: 0.0960 - dice_coefficient: 0.9396 - val_loss: 0.8276 - val_dice_coefficient: 0.6805 Epoch 00034: loss did not improve from 0.09228 Epoch 35/50 123/123 [==============================] - 7s 58ms/step - loss: 0.0936 - dice_coefficient: 0.9413 - val_loss: 0.9702 - val_dice_coefficient: 0.6613 Epoch 00035: loss did not improve from 0.09228 Epoch 36/50 123/123 [==============================] - 7s 58ms/step - loss: 0.0873 - dice_coefficient: 0.9446 - val_loss: 0.8596 - val_dice_coefficient: 0.6815 Epoch 00036: loss improved from 0.09228 to 0.08727, saving model to model-0.09.h5 Epoch 37/50 123/123 [==============================] - 7s 58ms/step - loss: 0.0850 - dice_coefficient: 0.9462 - val_loss: 0.9294 - val_dice_coefficient: 0.6591 Epoch 00037: loss improved from 0.08727 to 0.08499, saving model to model-0.08.h5 Epoch 38/50 123/123 [==============================] - 7s 58ms/step - loss: 0.0882 - dice_coefficient: 0.9442 - val_loss: 0.7778 - val_dice_coefficient: 0.6865 Epoch 00038: loss did not improve from 0.08499 Epoch 39/50 123/123 [==============================] - 7s 59ms/step - loss: 0.0854 - dice_coefficient: 0.9465 - val_loss: 0.9285 - val_dice_coefficient: 0.6614 Epoch 00039: loss did not improve from 0.08499 Epoch 40/50 123/123 [==============================] - 7s 59ms/step - loss: 0.0870 - dice_coefficient: 0.9456 - val_loss: 1.0322 - val_dice_coefficient: 0.6393 Epoch 00040: loss did not improve from 0.08499 Epoch 41/50 123/123 [==============================] - 7s 59ms/step - loss: 0.0857 - dice_coefficient: 0.9462 - val_loss: 1.0157 - val_dice_coefficient: 0.6361 Epoch 00041: loss did not improve from 0.08499 Epoch 42/50 123/123 [==============================] - 7s 59ms/step - loss: 0.0802 - dice_coefficient: 0.9499 - val_loss: 0.7963 - val_dice_coefficient: 0.6772 Epoch 00042: loss improved from 0.08499 to 0.08021, saving model to model-0.08.h5 Epoch 43/50 123/123 [==============================] - 7s 59ms/step - loss: 0.0739 - dice_coefficient: 0.9534 - val_loss: 0.9991 - val_dice_coefficient: 0.6375 Epoch 00043: loss improved from 0.08021 to 0.07394, saving model to model-0.07.h5 Epoch 44/50 123/123 [==============================] - 7s 59ms/step - loss: 0.0704 - dice_coefficient: 0.9557 - val_loss: 0.9053 - val_dice_coefficient: 0.6721 Epoch 00044: loss improved from 0.07394 to 0.07038, saving model to model-0.07.h5 Epoch 45/50 123/123 [==============================] - 7s 59ms/step - loss: 0.0689 - dice_coefficient: 0.9567 - val_loss: 1.0272 - val_dice_coefficient: 0.6389 Epoch 00045: loss improved from 0.07038 to 0.06889, saving model to model-0.07.h5 Epoch 46/50 123/123 [==============================] - 7s 59ms/step - loss: 0.0722 - dice_coefficient: 0.9544 - val_loss: 0.9120 - val_dice_coefficient: 0.6679 Epoch 00046: loss did not improve from 0.06889 Epoch 47/50 123/123 [==============================] - 7s 59ms/step - loss: 0.0746 - dice_coefficient: 0.9532 - val_loss: 1.0564 - val_dice_coefficient: 0.6310 Epoch 00047: loss did not improve from 0.06889 Epoch 48/50 123/123 [==============================] - 7s 59ms/step - loss: 0.0722 - dice_coefficient: 0.9545 - val_loss: 0.8626 - val_dice_coefficient: 0.6823 Epoch 00048: loss did not improve from 0.06889 Epoch 49/50 123/123 [==============================] - 7s 59ms/step - loss: 0.0674 - dice_coefficient: 0.9571 - val_loss: 0.9658 - val_dice_coefficient: 0.6551 Epoch 00049: loss improved from 0.06889 to 0.06735, saving model to model-0.07.h5 Epoch 50/50 123/123 [==============================] - 7s 59ms/step - loss: 0.0667 - dice_coefficient: 0.9582 - val_loss: 1.0077 - val_dice_coefficient: 0.6473 Epoch 00050: loss improved from 0.06735 to 0.06671, saving model to model-0.07.h5
<tensorflow.python.keras.callbacks.History at 0x7f3a461bdc10>
model.evaluate(x_test,y_test)
2/2 [==============================] - 4s 1s/step - loss: 0.9384 - dice_coefficient: 0.6909
[0.9384157061576843, 0.6908529996871948]
from tensorflow.keras.applications.resnet import ResNet50
!pip install efficientnet
Collecting efficientnet
Downloading https://files.pythonhosted.org/packages/53/97/84f88e581d6ac86dcf1ab347c497c4c568c38784e3a2bd659b96912ab793/efficientnet-1.1.1-py3-none-any.whl
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Installing collected packages: keras-applications, efficientnet
Successfully installed efficientnet-1.1.1 keras-applications-1.0.8
!pip install -U efficientnet==0.0.4
Collecting efficientnet==0.0.4 Downloading https://files.pythonhosted.org/packages/a6/80/f2c098284f7c07491e66af18d9a5fea595d4b507d10c0845275b8d47dc6f/efficientnet-0.0.4.tar.gz Building wheels for collected packages: efficientnet Building wheel for efficientnet (setup.py) ... done Created wheel for efficientnet: filename=efficientnet-0.0.4-cp37-none-any.whl size=14287 sha256=88858566246269238604ef73b584fcf8bbddbba2b7213c7fb04dd716cb00f715 Stored in directory: /root/.cache/pip/wheels/5c/34/68/a611a699a28239e964ccf144c0e767cdb5439fee82ec5de6e0 Successfully built efficientnet Installing collected packages: efficientnet Successfully installed efficientnet-0.0.4
from tensorflow import keras
import tensorflow as tf
import keras.backend as K
from keras.losses import binary_crossentropy
from keras.preprocessing.image import load_img
from keras import Model
from keras.callbacks import ModelCheckpoint
from keras.layers import Input, Conv2D, Conv2DTranspose, MaxPooling2D, concatenate, Dropout,BatchNormalization
from keras.layers import Conv2D, Concatenate, MaxPooling2D
from keras.layers import UpSampling2D, Dropout, BatchNormalization
from tqdm import tqdm_notebook
from keras import initializers
from keras import regularizers
from keras import constraints
from keras.utils import conv_utils
from keras.utils.data_utils import get_file
from keras.engine.topology import get_source_inputs
#from keras.engine import InputSpec
from keras import backend as K
from keras.layers import LeakyReLU
from keras.layers import ZeroPadding2D
from keras.losses import binary_crossentropy
import keras.callbacks as callbacks
from keras.callbacks import Callback
from keras.applications.xception import Xception
from keras.layers import multiply
from keras import optimizers
#from keras.legacy import interfaces
from keras.utils.generic_utils import get_custom_objects
from keras.engine.topology import Input
from keras.engine.training import Model
from keras.layers.convolutional import Conv2D, UpSampling2D, Conv2DTranspose
from keras.layers.core import Activation, SpatialDropout2D
from keras.layers.merge import concatenate
from keras.layers.normalization import BatchNormalization
from keras.layers.pooling import MaxPooling2D
from keras.layers import Input,Dropout,BatchNormalization,Activation,Add
from keras.regularizers import l2
from keras.layers.core import Dense, Lambda
from keras.layers.merge import concatenate, add
from keras.layers import GlobalAveragePooling2D, Reshape, Dense, multiply, Permute
from keras.optimizers import SGD
from keras.preprocessing.image import ImageDataGenerator
import glob
import shutil
import os
import random
from PIL import Image
import efficientnet.model as eff
--------------------------------------------------------------------------- ImportError Traceback (most recent call last) <ipython-input-16-9f7fd0edb977> in <module>() ----> 1 import efficientnet.model as eff /usr/local/lib/python3.7/dist-packages/efficientnet/__init__.py in <module>() 15 from keras.models import load_model 16 ---> 17 from .model import * 18 from .preprocessing import center_crop_and_resize, preprocess_input /usr/local/lib/python3.7/dist-packages/efficientnet/model.py in <module>() 34 import keras.models as KM 35 import keras.layers as KL ---> 36 from keras.utils import get_file 37 38 from .layers import Swish, DropConnect ImportError: cannot import name 'get_file' from 'keras.utils' (/usr/local/lib/python3.7/dist-packages/keras/utils/__init__.py) --------------------------------------------------------------------------- NOTE: If your import is failing due to a missing package, you can manually install dependencies using either !pip or !apt. To view examples of installing some common dependencies, click the "Open Examples" button below. ---------------------------------------------------------------------------
%tensorflow_version 2.x
Using data augmentation for in order to generate more training samples for the network:
from tensorflow.keras.preprocessing.image import ImageDataGenerator
y_train1=y_train.reshape(y_train.shape[0],IMAGE_HEIGHT,IMAGE_WIDTH,1)
y_test1=y_test.reshape(y_test.shape[0],IMAGE_HEIGHT,IMAGE_WIDTH,1)
y_val1=y_val.reshape(y_val.shape[0],128,128,1)
Creating variations in the input using width shift,height shift and zooming:
data_gen_args = dict(#featurewise_center=True,
#featurewise_std_normalization=True,
#rotation_range=10.,
width_shift_range=0.1,
height_shift_range=0.1,
#horizontal_flip=True
zoom_range=0.05
)
image_datagen = ImageDataGenerator(**data_gen_args)
mask_datagen = ImageDataGenerator(**data_gen_args)
# Provide the same seed and keyword arguments to the fit and flow methods seed = 1
image_datagen.fit(x_train, augment=True, seed=1)
mask_datagen.fit(y_train1, augment=True, seed=1)
image_generator = image_datagen.flow(
x_train,
seed=1)
mask_generator = mask_datagen.flow(
y_train1,
seed=1)
# combine generators into one which yields image and masks
train_generator = zip(image_generator, mask_generator)
image_datagen.fit(x_val, augment=True, seed=1)
mask_datagen.fit(y_val1, augment=True, seed=1)
image_generator1 = image_datagen.flow(
x_val,
seed=1)
mask_generator1 = mask_datagen.flow(
y_val1,
seed=1)
# combine generators into one which yields image and masks
val_generator = zip(image_generator1, mask_generator1)
plt.imshow(image_generator[0][0])
<matplotlib.image.AxesImage at 0x7f1c3ccc67d0>
for img,mask in train_generator:
plt.imshow(img[0])
plt.show()
mask2=mask[0].reshape(128,128)
plt.imshow(mask2)
plt.show()
Exception ignored in: <function IteratorResourceDeleter.__del__ at 0x7f0d3e341950>
Traceback (most recent call last):
File "/usr/local/lib/python3.7/dist-packages/tensorflow/python/data/ops/iterator_ops.py", line 546, in __del__
handle=self._handle, deleter=self._deleter)
File "/usr/local/lib/python3.7/dist-packages/tensorflow/python/ops/gen_dataset_ops.py", line 1264, in delete_iterator
_ctx, "DeleteIterator", name, handle, deleter)
KeyboardInterrupt:
--------------------------------------------------------------------------- KeyboardInterrupt Traceback (most recent call last) <ipython-input-71-d97ffc8ee24f> in <module>() ----> 1 for img,mask in train_generator: 2 plt.imshow(img[0]) 3 plt.show() 4 mask2=mask[0].reshape(128,128) 5 plt.imshow(mask2) /usr/local/lib/python3.7/dist-packages/keras_preprocessing/image/iterator.py in __next__(self, *args, **kwargs) 102 103 def __next__(self, *args, **kwargs): --> 104 return self.next(*args, **kwargs) 105 106 def next(self): /usr/local/lib/python3.7/dist-packages/keras_preprocessing/image/iterator.py in next(self) 114 # The transformation of images is not under thread lock 115 # so it can be done in parallel --> 116 return self._get_batches_of_transformed_samples(index_array) 117 118 def _get_batches_of_transformed_samples(self, index_array): /usr/local/lib/python3.7/dist-packages/keras_preprocessing/image/numpy_array_iterator.py in _get_batches_of_transformed_samples(self, index_array) 160 params = self.image_data_generator.get_random_transform(x.shape) 161 x = self.image_data_generator.apply_transform( --> 162 x.astype(self.dtype), params) 163 x = self.image_data_generator.standardize(x) 164 batch_x[i] = x /usr/local/lib/python3.7/dist-packages/keras_preprocessing/image/image_data_generator.py in apply_transform(self, x, transform_parameters) 872 fill_mode=self.fill_mode, 873 cval=self.cval, --> 874 order=self.interpolation_order) 875 876 if transform_parameters.get('channel_shift_intensity') is not None: /usr/local/lib/python3.7/dist-packages/keras_preprocessing/image/affine_transformations.py in apply_affine_transform(x, theta, tx, ty, shear, zx, zy, row_axis, col_axis, channel_axis, fill_mode, cval, order) 331 order=order, 332 mode=fill_mode, --> 333 cval=cval) for x_channel in x] 334 x = np.stack(channel_images, axis=0) 335 x = np.rollaxis(x, 0, channel_axis + 1) /usr/local/lib/python3.7/dist-packages/keras_preprocessing/image/affine_transformations.py in <listcomp>(.0) 331 order=order, 332 mode=fill_mode, --> 333 cval=cval) for x_channel in x] 334 x = np.stack(channel_images, axis=0) 335 x = np.rollaxis(x, 0, channel_axis + 1) /usr/local/lib/python3.7/dist-packages/scipy/ndimage/interpolation.py in affine_transform(input, matrix, offset, output_shape, output, order, mode, cval, prefilter) 484 else: 485 _nd_image.geometric_transform(filtered, None, None, matrix, offset, --> 486 output, order, mode, cval, None, None) 487 return output 488 KeyboardInterrupt:
list(train_generator)
--------------------------------------------------------------------------- KeyboardInterrupt Traceback (most recent call last) <ipython-input-124-5ba8c734982f> in <module>() ----> 1 list(train_generator) /usr/local/lib/python3.7/dist-packages/keras_preprocessing/image/iterator.py in __next__(self, *args, **kwargs) 102 103 def __next__(self, *args, **kwargs): --> 104 return self.next(*args, **kwargs) 105 106 def next(self): /usr/local/lib/python3.7/dist-packages/keras_preprocessing/image/iterator.py in next(self) 114 # The transformation of images is not under thread lock 115 # so it can be done in parallel --> 116 return self._get_batches_of_transformed_samples(index_array) 117 118 def _get_batches_of_transformed_samples(self, index_array): /usr/local/lib/python3.7/dist-packages/keras_preprocessing/image/numpy_array_iterator.py in _get_batches_of_transformed_samples(self, index_array) 160 params = self.image_data_generator.get_random_transform(x.shape) 161 x = self.image_data_generator.apply_transform( --> 162 x.astype(self.dtype), params) 163 x = self.image_data_generator.standardize(x) 164 batch_x[i] = x /usr/local/lib/python3.7/dist-packages/keras_preprocessing/image/image_data_generator.py in apply_transform(self, x, transform_parameters) 872 fill_mode=self.fill_mode, 873 cval=self.cval, --> 874 order=self.interpolation_order) 875 876 if transform_parameters.get('channel_shift_intensity') is not None: /usr/local/lib/python3.7/dist-packages/keras_preprocessing/image/affine_transformations.py in apply_affine_transform(x, theta, tx, ty, shear, zx, zy, row_axis, col_axis, channel_axis, fill_mode, cval, order) 331 order=order, 332 mode=fill_mode, --> 333 cval=cval) for x_channel in x] 334 x = np.stack(channel_images, axis=0) 335 x = np.rollaxis(x, 0, channel_axis + 1) /usr/local/lib/python3.7/dist-packages/keras_preprocessing/image/affine_transformations.py in <listcomp>(.0) 331 order=order, 332 mode=fill_mode, --> 333 cval=cval) for x_channel in x] 334 x = np.stack(channel_images, axis=0) 335 x = np.rollaxis(x, 0, channel_axis + 1) /usr/local/lib/python3.7/dist-packages/scipy/ndimage/interpolation.py in affine_transform(input, matrix, offset, output_shape, output, order, mode, cval, prefilter) 484 else: 485 _nd_image.geometric_transform(filtered, None, None, matrix, offset, --> 486 output, order, mode, cval, None, None) 487 return output 488 KeyboardInterrupt:
Fitting the augmented data using the model and training on these samples:
model.fit(
train_generator,steps_per_epoch=500,validation_data=(x_test,y_test1),
epochs=10)
Epoch 1/10 500/500 [==============================] - 102s 163ms/step - loss: 0.5163 - dice_coefficient: 0.7349 - val_loss: 0.7902 - val_dice_coefficient: 0.6816 Epoch 2/10 500/500 [==============================] - 79s 159ms/step - loss: 0.2036 - dice_coefficient: 0.8779 - val_loss: 0.8067 - val_dice_coefficient: 0.6939 Epoch 3/10 500/500 [==============================] - 79s 158ms/step - loss: 0.1507 - dice_coefficient: 0.9078 - val_loss: 0.8636 - val_dice_coefficient: 0.6895 Epoch 4/10 500/500 [==============================] - 79s 157ms/step - loss: 0.1214 - dice_coefficient: 0.9251 - val_loss: 0.9018 - val_dice_coefficient: 0.6975 Epoch 5/10 500/500 [==============================] - 78s 157ms/step - loss: 0.1033 - dice_coefficient: 0.9359 - val_loss: 0.9109 - val_dice_coefficient: 0.6992 Epoch 6/10 500/500 [==============================] - 79s 158ms/step - loss: 0.0932 - dice_coefficient: 0.9420 - val_loss: 0.9083 - val_dice_coefficient: 0.7125 Epoch 7/10 500/500 [==============================] - 80s 161ms/step - loss: 0.0852 - dice_coefficient: 0.9468 - val_loss: 0.9175 - val_dice_coefficient: 0.7119 Epoch 8/10 500/500 [==============================] - 80s 160ms/step - loss: 0.0786 - dice_coefficient: 0.9507 - val_loss: 0.9168 - val_dice_coefficient: 0.7111 Epoch 9/10 500/500 [==============================] - 80s 161ms/step - loss: 0.0732 - dice_coefficient: 0.9540 - val_loss: 0.9887 - val_dice_coefficient: 0.6999 Epoch 10/10 500/500 [==============================] - 80s 161ms/step - loss: 0.0702 - dice_coefficient: 0.9559 - val_loss: 0.9550 - val_dice_coefficient: 0.7202
<tensorflow.python.keras.callbacks.History at 0x7f00e00a79d0>
From the above training, a slight improvement in the validation dice coefficient can be seen while training the network as compared to before.
model.evaluate(x_test,y_test1)
2/2 [==============================] - 0s 13ms/step - loss: 0.9550 - dice_coefficient: 0.7202
[0.9549640417098999, 0.720220685005188]
Using CNN instead of pretrained transfer learning architecture:
from tensorflow.keras.layers import Activation, Lambda, GlobalAveragePooling2D, concatenate
in1 = Input(shape=(IMAGE_HEIGHT, IMAGE_WIDTH, 3 ))
conv1 = Conv2D(32, (3, 3), activation='relu', kernel_initializer='he_normal', padding='same')(in1)
conv1 = Dropout(0.2)(conv1)
conv1 = Conv2D(32, (3, 3), activation='relu', kernel_initializer='he_normal', padding='same')(conv1)
pool1 = MaxPooling2D((2, 2))(conv1)
conv2 = Conv2D(64, (3, 3), activation='relu', kernel_initializer='he_normal', padding='same')(pool1)
conv2 = Dropout(0.2)(conv2)
conv2 = Conv2D(64, (3, 3), activation='relu', kernel_initializer='he_normal', padding='same')(conv2)
pool2 = MaxPooling2D((2, 2))(conv2)
conv3 = Conv2D(128, (3, 3), activation='relu', kernel_initializer='he_normal', padding='same')(pool2)
conv3 = Dropout(0.2)(conv3)
conv3 = Conv2D(128, (3, 3), activation='relu', kernel_initializer='he_normal', padding='same')(conv3)
pool3 = MaxPooling2D((2, 2))(conv3)
conv4 = Conv2D(128, (3, 3), activation='relu', kernel_initializer='he_normal', padding='same')(pool3)
conv4 = Dropout(0.2)(conv4)
conv4 = Conv2D(128, (3, 3), activation='relu', kernel_initializer='he_normal', padding='same')(conv4)
up1 = concatenate([UpSampling2D((2, 2))(conv4), conv3], axis=-1)
conv5 = Conv2D(64, (3, 3), activation='relu', kernel_initializer='he_normal', padding='same')(up1)
conv5 = Dropout(0.2)(conv5)
conv5 = Conv2D(64, (3, 3), activation='relu', kernel_initializer='he_normal', padding='same')(conv5)
up2 = concatenate([UpSampling2D((2, 2))(conv5), conv2], axis=-1)
conv6 = Conv2D(64, (3, 3), activation='relu', kernel_initializer='he_normal', padding='same')(up2)
conv6 = Dropout(0.2)(conv6)
conv6 = Conv2D(64, (3, 3), activation='relu', kernel_initializer='he_normal', padding='same')(conv6)
up2 = concatenate([UpSampling2D((2, 2))(conv6), conv1], axis=-1)
conv7 = Conv2D(32, (3, 3), activation='relu', kernel_initializer='he_normal', padding='same')(up2)
conv7 = Dropout(0.2)(conv7)
conv7 = Conv2D(32, (3, 3), activation='relu', kernel_initializer='he_normal', padding='same')(conv7)
segmentation = Conv2D(1, (1, 1), activation='sigmoid', name='seg')(conv7)
model = Model(inputs=[in1], outputs=[segmentation])
WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.convolution_41), but are not present in its tracked objects: <tf.Variable 'conv2d_41/kernel:0' shape=(3, 3, 3, 32) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.bias_add_41), but are not present in its tracked objects: <tf.Variable 'conv2d_41/bias:0' shape=(32,) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.convolution_42), but are not present in its tracked objects: <tf.Variable 'conv2d_42/kernel:0' shape=(3, 3, 32, 32) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.bias_add_42), but are not present in its tracked objects: <tf.Variable 'conv2d_42/bias:0' shape=(32,) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.convolution_43), but are not present in its tracked objects: <tf.Variable 'conv2d_43/kernel:0' shape=(3, 3, 32, 64) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.bias_add_43), but are not present in its tracked objects: <tf.Variable 'conv2d_43/bias:0' shape=(64,) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.convolution_44), but are not present in its tracked objects: <tf.Variable 'conv2d_44/kernel:0' shape=(3, 3, 64, 64) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.bias_add_44), but are not present in its tracked objects: <tf.Variable 'conv2d_44/bias:0' shape=(64,) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.convolution_45), but are not present in its tracked objects: <tf.Variable 'conv2d_45/kernel:0' shape=(3, 3, 64, 128) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.bias_add_45), but are not present in its tracked objects: <tf.Variable 'conv2d_45/bias:0' shape=(128,) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.convolution_46), but are not present in its tracked objects: <tf.Variable 'conv2d_46/kernel:0' shape=(3, 3, 128, 128) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.bias_add_46), but are not present in its tracked objects: <tf.Variable 'conv2d_46/bias:0' shape=(128,) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.convolution_47), but are not present in its tracked objects: <tf.Variable 'conv2d_47/kernel:0' shape=(3, 3, 128, 128) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.bias_add_47), but are not present in its tracked objects: <tf.Variable 'conv2d_47/bias:0' shape=(128,) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.convolution_48), but are not present in its tracked objects: <tf.Variable 'conv2d_48/kernel:0' shape=(3, 3, 128, 128) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.bias_add_48), but are not present in its tracked objects: <tf.Variable 'conv2d_48/bias:0' shape=(128,) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.convolution_49), but are not present in its tracked objects: <tf.Variable 'conv2d_49/kernel:0' shape=(3, 3, 256, 64) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.bias_add_49), but are not present in its tracked objects: <tf.Variable 'conv2d_49/bias:0' shape=(64,) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.convolution_50), but are not present in its tracked objects: <tf.Variable 'conv2d_50/kernel:0' shape=(3, 3, 64, 64) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.bias_add_50), but are not present in its tracked objects: <tf.Variable 'conv2d_50/bias:0' shape=(64,) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.convolution_51), but are not present in its tracked objects: <tf.Variable 'conv2d_51/kernel:0' shape=(3, 3, 128, 64) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.bias_add_51), but are not present in its tracked objects: <tf.Variable 'conv2d_51/bias:0' shape=(64,) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.convolution_52), but are not present in its tracked objects: <tf.Variable 'conv2d_52/kernel:0' shape=(3, 3, 64, 64) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.bias_add_52), but are not present in its tracked objects: <tf.Variable 'conv2d_52/bias:0' shape=(64,) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.convolution_53), but are not present in its tracked objects: <tf.Variable 'conv2d_53/kernel:0' shape=(3, 3, 96, 32) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.bias_add_53), but are not present in its tracked objects: <tf.Variable 'conv2d_53/bias:0' shape=(32,) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.convolution_54), but are not present in its tracked objects: <tf.Variable 'conv2d_54/kernel:0' shape=(3, 3, 32, 32) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.bias_add_54), but are not present in its tracked objects: <tf.Variable 'conv2d_54/bias:0' shape=(32,) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.convolution_55), but are not present in its tracked objects: <tf.Variable 'seg/kernel:0' shape=(1, 1, 32, 1) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.bias_add_55), but are not present in its tracked objects: <tf.Variable 'seg/bias:0' shape=(1,) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer.
Fitting the image generator data using the model:
model.fit(
train_generator,steps_per_epoch=500,validation_data=(x_test,y_test1),
epochs=10,callbacks=[checkpoint, reduce_lr, stop])
Epoch 1/10 500/500 [==============================] - 64s 126ms/step - loss: 2.3213 - dice_coefficient: 0.1972 - val_loss: 2.2689 - val_dice_coefficient: 0.2120 Epoch 00001: loss improved from inf to 2.32126, saving model to model-2.32.h5 Epoch 2/10 500/500 [==============================] - 63s 126ms/step - loss: 2.3225 - dice_coefficient: 0.1969 - val_loss: 2.2689 - val_dice_coefficient: 0.2120 Epoch 00002: loss did not improve from 2.32126 Epoch 3/10 115/500 [=====>........................] - ETA: 48s - loss: 2.3186 - dice_coefficient: 0.1980
--------------------------------------------------------------------------- KeyboardInterrupt Traceback (most recent call last) <ipython-input-27-35accf7b2e8b> in <module>() 1 model.fit( 2 train_generator,steps_per_epoch=500,validation_data=(x_test,y_test1), ----> 3 epochs=10,callbacks=[checkpoint, reduce_lr, stop]) /usr/local/lib/python3.7/dist-packages/tensorflow/python/keras/engine/training.py in fit(self, x, y, batch_size, epochs, verbose, callbacks, validation_split, validation_data, shuffle, class_weight, sample_weight, initial_epoch, steps_per_epoch, validation_steps, validation_batch_size, validation_freq, max_queue_size, workers, use_multiprocessing) 1181 _r=1): 1182 callbacks.on_train_batch_begin(step) -> 1183 tmp_logs = self.train_function(iterator) 1184 if data_handler.should_sync: 1185 context.async_wait() /usr/local/lib/python3.7/dist-packages/tensorflow/python/eager/def_function.py in __call__(self, *args, **kwds) 887 888 with OptionalXlaContext(self._jit_compile): --> 889 result = self._call(*args, **kwds) 890 891 new_tracing_count = self.experimental_get_tracing_count() /usr/local/lib/python3.7/dist-packages/tensorflow/python/eager/def_function.py in _call(self, *args, **kwds) 915 # In this case we have created variables on the first call, so we run the 916 # defunned version which is guaranteed to never create variables. --> 917 return self._stateless_fn(*args, **kwds) # pylint: disable=not-callable 918 elif self._stateful_fn is not None: 919 # Release the lock early so that multiple threads can perform the call /usr/local/lib/python3.7/dist-packages/tensorflow/python/eager/function.py in __call__(self, *args, **kwargs) 3022 filtered_flat_args) = self._maybe_define_function(args, kwargs) 3023 return graph_function._call_flat( -> 3024 filtered_flat_args, captured_inputs=graph_function.captured_inputs) # pylint: disable=protected-access 3025 3026 @property /usr/local/lib/python3.7/dist-packages/tensorflow/python/eager/function.py in _call_flat(self, args, captured_inputs, cancellation_manager) 1959 # No tape is watching; skip to running the function. 1960 return self._build_call_outputs(self._inference_function.call( -> 1961 ctx, args, cancellation_manager=cancellation_manager)) 1962 forward_backward = self._select_forward_and_backward_functions( 1963 args, /usr/local/lib/python3.7/dist-packages/tensorflow/python/eager/function.py in call(self, ctx, args, cancellation_manager) 594 inputs=args, 595 attrs=attrs, --> 596 ctx=ctx) 597 else: 598 outputs = execute.execute_with_cancellation( /usr/local/lib/python3.7/dist-packages/tensorflow/python/eager/execute.py in quick_execute(op_name, num_outputs, inputs, attrs, ctx, name) 58 ctx.ensure_initialized() 59 tensors = pywrap_tfe.TFE_Py_Execute(ctx._handle, device_name, op_name, ---> 60 inputs, attrs, num_outputs) 61 except core._NotOkStatusException as e: 62 if name is not None: KeyboardInterrupt:
The training has been interrupted as seen above due to poor performance and no improvement in the training dice coefficient.
%tensorflow_version 1.5
`%tensorflow_version` only switches the major version: 1.x or 2.x. You set: `1.5`. This will be interpreted as: `1.x`. TensorFlow 1.x selected.
from skimage.transform import resize
import tensorflow as tf
from tensorflow import keras
import keras.backend as K
from keras.losses import binary_crossentropy
from keras.preprocessing.image import load_img
from keras import Model
from keras.callbacks import ModelCheckpoint
from keras.layers import Input, Conv2D, Conv2DTranspose, MaxPooling2D, concatenate, Dropout,BatchNormalization
from keras.layers import Conv2D, Concatenate, MaxPooling2D
from keras.layers import UpSampling2D, Dropout, BatchNormalization
from tqdm import tqdm_notebook
from keras import initializers
from keras import regularizers
from keras import constraints
from keras.utils import conv_utils
from keras.utils.data_utils import get_file
from keras.engine.topology import get_source_inputs
from keras.engine import InputSpec
from keras import backend as K
from keras.layers import LeakyReLU
from keras.layers import ZeroPadding2D
from keras.losses import binary_crossentropy
import keras.callbacks as callbacks
from keras.callbacks import Callback
from keras.applications.xception import Xception
from keras.layers import multiply
from keras import optimizers
from keras.legacy import interfaces
from keras.utils.generic_utils import get_custom_objects
from keras.engine.topology import Input
from keras.engine.training import Model
from keras.layers.convolutional import Conv2D, UpSampling2D, Conv2DTranspose
from keras.layers.core import Activation, SpatialDropout2D
from keras.layers.merge import concatenate
from keras.layers.normalization import BatchNormalization
from keras.layers.pooling import MaxPooling2D
from keras.layers import Input,Dropout,BatchNormalization,Activation,Add
from keras.regularizers import l2
from keras.layers.core import Dense, Lambda
from keras.layers.merge import concatenate, add
from keras.layers import GlobalAveragePooling2D, Reshape, Dense, multiply, Permute
from keras.optimizers import SGD
--------------------------------------------------------------------------- ImportError Traceback (most recent call last) <ipython-input-30-1b8722703b73> in <module>() 18 from keras.utils.data_utils import get_file 19 from keras.engine.topology import get_source_inputs ---> 20 from keras.engine import InputSpec 21 from keras import backend as K 22 from keras.layers import LeakyReLU ImportError: cannot import name 'InputSpec' from 'keras.engine' (/usr/local/lib/python3.7/dist-packages/keras/engine/__init__.py) --------------------------------------------------------------------------- NOTE: If your import is failing due to a missing package, you can manually install dependencies using either !pip or !apt. To view examples of installing some common dependencies, click the "Open Examples" button below. ---------------------------------------------------------------------------
Training on the given dataset using efficient net:
!pip install -U efficientnet==0.0.4
Collecting efficientnet==0.0.4 Downloading https://files.pythonhosted.org/packages/a6/80/f2c098284f7c07491e66af18d9a5fea595d4b507d10c0845275b8d47dc6f/efficientnet-0.0.4.tar.gz Building wheels for collected packages: efficientnet Building wheel for efficientnet (setup.py) ... done Created wheel for efficientnet: filename=efficientnet-0.0.4-cp37-none-any.whl size=14287 sha256=2216a6a1131c392c4ff3fdf03b0fa75cb34ff3051efac7a6f055f4b60d2334de Stored in directory: /root/.cache/pip/wheels/5c/34/68/a611a699a28239e964ccf144c0e767cdb5439fee82ec5de6e0 Successfully built efficientnet Installing collected packages: efficientnet Successfully installed efficientnet-0.0.4
Using Snapshot ensembling technique and cosine anealing for obtaining cyclic learning rates in order to perform stochastic weight averaging:
class SnapshotCallbackBuilder:
def __init__(self, nb_epochs, nb_snapshots, init_lr=0.1):
self.T = nb_epochs
self.M = nb_snapshots
self.alpha_zero = init_lr
def get_callbacks(self, model_prefix='Model'):
callback_list = [
callbacks.ModelCheckpoint("./keras.model",monitor='val_my_iou_metric',
mode = 'max', save_best_only=True, verbose=1),
swa,
callbacks.LearningRateScheduler(schedule=self._cosine_anneal_schedule)
]
return callback_list
def _cosine_anneal_schedule(self, t):
cos_inner = np.pi * (t % (self.T // self.M)) # t - 1 is used when t has 1-based indexing.
cos_inner /= self.T // self.M
cos_out = np.cos(cos_inner) + 1
return float(self.alpha_zero / 2 * cos_out)
from efficientnet import EfficientNetB4
Using TensorFlow backend.
!pip install 'h5py==2.10.0' --force-reinstall
Collecting h5py==2.10.0
Downloading https://files.pythonhosted.org/packages/3f/c0/abde58b837e066bca19a3f7332d9d0493521d7dd6b48248451a9e3fe2214/h5py-2.10.0-cp37-cp37m-manylinux1_x86_64.whl (2.9MB)
|████████████████████████████████| 2.9MB 12.3MB/s
Collecting numpy>=1.7
Downloading https://files.pythonhosted.org/packages/a5/42/560d269f604d3e186a57c21a363e77e199358d054884e61b73e405dd217c/numpy-1.20.3-cp37-cp37m-manylinux_2_12_x86_64.manylinux2010_x86_64.whl (15.3MB)
|████████████████████████████████| 15.3MB 335kB/s
Collecting six
Downloading https://files.pythonhosted.org/packages/d9/5a/e7c31adbe875f2abbb91bd84cf2dc52d792b5a01506781dbcf25c91daf11/six-1.16.0-py2.py3-none-any.whl
ERROR: lucid 0.3.10 requires umap-learn, which is not installed.
ERROR: tensorflow 1.15.2 has requirement gast==0.2.2, but you'll have gast 0.4.0 which is incompatible.
ERROR: lucid 0.3.10 has requirement numpy<=1.19, but you'll have numpy 1.20.3 which is incompatible.
ERROR: kapre 0.3.5 has requirement tensorflow>=2.0.0, but you'll have tensorflow 1.15.2 which is incompatible.
ERROR: google-colab 1.0.0 has requirement six~=1.15.0, but you'll have six 1.16.0 which is incompatible.
ERROR: datascience 0.10.6 has requirement folium==0.2.1, but you'll have folium 0.8.3 which is incompatible.
ERROR: albumentations 0.1.12 has requirement imgaug<0.2.7,>=0.2.5, but you'll have imgaug 0.2.9 which is incompatible.
Installing collected packages: numpy, six, h5py
Found existing installation: numpy 1.19.5
Uninstalling numpy-1.19.5:
Successfully uninstalled numpy-1.19.5
Found existing installation: six 1.15.0
Uninstalling six-1.15.0:
Successfully uninstalled six-1.15.0
Found existing installation: h5py 3.1.0
Uninstalling h5py-3.1.0:
Successfully uninstalled h5py-3.1.0
Successfully installed h5py-2.10.0 numpy-1.20.3 six-1.16.0
Using EfficientB4 pretrained transfer learning model using image net weights:
backbone = EfficientNetB4(weights='imagenet',
include_top=False,
input_shape=(128,128,3))
WARNING:tensorflow:From /usr/local/lib/python3.7/dist-packages/efficientnet/initializers.py:44: The name tf.random_normal is deprecated. Please use tf.random.normal instead. WARNING:tensorflow:From /tensorflow-1.15.2/python3.7/tensorflow_core/python/ops/resource_variable_ops.py:1630: calling BaseResourceVariable.__init__ (from tensorflow.python.ops.resource_variable_ops) with constraint is deprecated and will be removed in a future version. Instructions for updating: If using Keras pass *_constraint arguments to layers. WARNING:tensorflow:From /usr/local/lib/python3.7/dist-packages/efficientnet/layers.py:38: The name tf.random_uniform is deprecated. Please use tf.random.uniform instead. WARNING:tensorflow:From /usr/local/lib/python3.7/dist-packages/efficientnet/layers.py:42: div (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version. Instructions for updating: Deprecated in favor of operator or tf.math.divide.
Generating the summary of the model:
backbone.summary()
Model: "efficientnet-b4"
__________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
==================================================================================================
input_1 (InputLayer) (None, 128, 128, 3) 0
__________________________________________________________________________________________________
conv2d_1 (Conv2D) (None, 64, 64, 48) 1296 input_1[0][0]
__________________________________________________________________________________________________
batch_normalization_1 (BatchNor (None, 64, 64, 48) 192 conv2d_1[0][0]
__________________________________________________________________________________________________
swish_1 (Swish) (None, 64, 64, 48) 0 batch_normalization_1[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_1 (DepthwiseCo (None, 64, 64, 48) 432 swish_1[0][0]
__________________________________________________________________________________________________
batch_normalization_2 (BatchNor (None, 64, 64, 48) 192 depthwise_conv2d_1[0][0]
__________________________________________________________________________________________________
swish_2 (Swish) (None, 64, 64, 48) 0 batch_normalization_2[0][0]
__________________________________________________________________________________________________
lambda_1 (Lambda) (None, 1, 1, 48) 0 swish_2[0][0]
__________________________________________________________________________________________________
conv2d_2 (Conv2D) (None, 1, 1, 12) 588 lambda_1[0][0]
__________________________________________________________________________________________________
swish_3 (Swish) (None, 1, 1, 12) 0 conv2d_2[0][0]
__________________________________________________________________________________________________
conv2d_3 (Conv2D) (None, 1, 1, 48) 624 swish_3[0][0]
__________________________________________________________________________________________________
activation_1 (Activation) (None, 1, 1, 48) 0 conv2d_3[0][0]
__________________________________________________________________________________________________
multiply_1 (Multiply) (None, 64, 64, 48) 0 activation_1[0][0]
swish_2[0][0]
__________________________________________________________________________________________________
conv2d_4 (Conv2D) (None, 64, 64, 24) 1152 multiply_1[0][0]
__________________________________________________________________________________________________
batch_normalization_3 (BatchNor (None, 64, 64, 24) 96 conv2d_4[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_2 (DepthwiseCo (None, 64, 64, 24) 216 batch_normalization_3[0][0]
__________________________________________________________________________________________________
batch_normalization_4 (BatchNor (None, 64, 64, 24) 96 depthwise_conv2d_2[0][0]
__________________________________________________________________________________________________
swish_4 (Swish) (None, 64, 64, 24) 0 batch_normalization_4[0][0]
__________________________________________________________________________________________________
lambda_2 (Lambda) (None, 1, 1, 24) 0 swish_4[0][0]
__________________________________________________________________________________________________
conv2d_5 (Conv2D) (None, 1, 1, 6) 150 lambda_2[0][0]
__________________________________________________________________________________________________
swish_5 (Swish) (None, 1, 1, 6) 0 conv2d_5[0][0]
__________________________________________________________________________________________________
conv2d_6 (Conv2D) (None, 1, 1, 24) 168 swish_5[0][0]
__________________________________________________________________________________________________
activation_2 (Activation) (None, 1, 1, 24) 0 conv2d_6[0][0]
__________________________________________________________________________________________________
multiply_2 (Multiply) (None, 64, 64, 24) 0 activation_2[0][0]
swish_4[0][0]
__________________________________________________________________________________________________
conv2d_7 (Conv2D) (None, 64, 64, 24) 576 multiply_2[0][0]
__________________________________________________________________________________________________
batch_normalization_5 (BatchNor (None, 64, 64, 24) 96 conv2d_7[0][0]
__________________________________________________________________________________________________
drop_connect_1 (DropConnect) (None, 64, 64, 24) 0 batch_normalization_5[0][0]
__________________________________________________________________________________________________
add_1 (Add) (None, 64, 64, 24) 0 drop_connect_1[0][0]
batch_normalization_3[0][0]
__________________________________________________________________________________________________
conv2d_8 (Conv2D) (None, 64, 64, 144) 3456 add_1[0][0]
__________________________________________________________________________________________________
batch_normalization_6 (BatchNor (None, 64, 64, 144) 576 conv2d_8[0][0]
__________________________________________________________________________________________________
swish_6 (Swish) (None, 64, 64, 144) 0 batch_normalization_6[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_3 (DepthwiseCo (None, 32, 32, 144) 1296 swish_6[0][0]
__________________________________________________________________________________________________
batch_normalization_7 (BatchNor (None, 32, 32, 144) 576 depthwise_conv2d_3[0][0]
__________________________________________________________________________________________________
swish_7 (Swish) (None, 32, 32, 144) 0 batch_normalization_7[0][0]
__________________________________________________________________________________________________
lambda_3 (Lambda) (None, 1, 1, 144) 0 swish_7[0][0]
__________________________________________________________________________________________________
conv2d_9 (Conv2D) (None, 1, 1, 6) 870 lambda_3[0][0]
__________________________________________________________________________________________________
swish_8 (Swish) (None, 1, 1, 6) 0 conv2d_9[0][0]
__________________________________________________________________________________________________
conv2d_10 (Conv2D) (None, 1, 1, 144) 1008 swish_8[0][0]
__________________________________________________________________________________________________
activation_3 (Activation) (None, 1, 1, 144) 0 conv2d_10[0][0]
__________________________________________________________________________________________________
multiply_3 (Multiply) (None, 32, 32, 144) 0 activation_3[0][0]
swish_7[0][0]
__________________________________________________________________________________________________
conv2d_11 (Conv2D) (None, 32, 32, 32) 4608 multiply_3[0][0]
__________________________________________________________________________________________________
batch_normalization_8 (BatchNor (None, 32, 32, 32) 128 conv2d_11[0][0]
__________________________________________________________________________________________________
conv2d_12 (Conv2D) (None, 32, 32, 192) 6144 batch_normalization_8[0][0]
__________________________________________________________________________________________________
batch_normalization_9 (BatchNor (None, 32, 32, 192) 768 conv2d_12[0][0]
__________________________________________________________________________________________________
swish_9 (Swish) (None, 32, 32, 192) 0 batch_normalization_9[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_4 (DepthwiseCo (None, 32, 32, 192) 1728 swish_9[0][0]
__________________________________________________________________________________________________
batch_normalization_10 (BatchNo (None, 32, 32, 192) 768 depthwise_conv2d_4[0][0]
__________________________________________________________________________________________________
swish_10 (Swish) (None, 32, 32, 192) 0 batch_normalization_10[0][0]
__________________________________________________________________________________________________
lambda_4 (Lambda) (None, 1, 1, 192) 0 swish_10[0][0]
__________________________________________________________________________________________________
conv2d_13 (Conv2D) (None, 1, 1, 8) 1544 lambda_4[0][0]
__________________________________________________________________________________________________
swish_11 (Swish) (None, 1, 1, 8) 0 conv2d_13[0][0]
__________________________________________________________________________________________________
conv2d_14 (Conv2D) (None, 1, 1, 192) 1728 swish_11[0][0]
__________________________________________________________________________________________________
activation_4 (Activation) (None, 1, 1, 192) 0 conv2d_14[0][0]
__________________________________________________________________________________________________
multiply_4 (Multiply) (None, 32, 32, 192) 0 activation_4[0][0]
swish_10[0][0]
__________________________________________________________________________________________________
conv2d_15 (Conv2D) (None, 32, 32, 32) 6144 multiply_4[0][0]
__________________________________________________________________________________________________
batch_normalization_11 (BatchNo (None, 32, 32, 32) 128 conv2d_15[0][0]
__________________________________________________________________________________________________
drop_connect_2 (DropConnect) (None, 32, 32, 32) 0 batch_normalization_11[0][0]
__________________________________________________________________________________________________
add_2 (Add) (None, 32, 32, 32) 0 drop_connect_2[0][0]
batch_normalization_8[0][0]
__________________________________________________________________________________________________
conv2d_16 (Conv2D) (None, 32, 32, 192) 6144 add_2[0][0]
__________________________________________________________________________________________________
batch_normalization_12 (BatchNo (None, 32, 32, 192) 768 conv2d_16[0][0]
__________________________________________________________________________________________________
swish_12 (Swish) (None, 32, 32, 192) 0 batch_normalization_12[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_5 (DepthwiseCo (None, 32, 32, 192) 1728 swish_12[0][0]
__________________________________________________________________________________________________
batch_normalization_13 (BatchNo (None, 32, 32, 192) 768 depthwise_conv2d_5[0][0]
__________________________________________________________________________________________________
swish_13 (Swish) (None, 32, 32, 192) 0 batch_normalization_13[0][0]
__________________________________________________________________________________________________
lambda_5 (Lambda) (None, 1, 1, 192) 0 swish_13[0][0]
__________________________________________________________________________________________________
conv2d_17 (Conv2D) (None, 1, 1, 8) 1544 lambda_5[0][0]
__________________________________________________________________________________________________
swish_14 (Swish) (None, 1, 1, 8) 0 conv2d_17[0][0]
__________________________________________________________________________________________________
conv2d_18 (Conv2D) (None, 1, 1, 192) 1728 swish_14[0][0]
__________________________________________________________________________________________________
activation_5 (Activation) (None, 1, 1, 192) 0 conv2d_18[0][0]
__________________________________________________________________________________________________
multiply_5 (Multiply) (None, 32, 32, 192) 0 activation_5[0][0]
swish_13[0][0]
__________________________________________________________________________________________________
conv2d_19 (Conv2D) (None, 32, 32, 32) 6144 multiply_5[0][0]
__________________________________________________________________________________________________
batch_normalization_14 (BatchNo (None, 32, 32, 32) 128 conv2d_19[0][0]
__________________________________________________________________________________________________
drop_connect_3 (DropConnect) (None, 32, 32, 32) 0 batch_normalization_14[0][0]
__________________________________________________________________________________________________
add_3 (Add) (None, 32, 32, 32) 0 drop_connect_3[0][0]
add_2[0][0]
__________________________________________________________________________________________________
conv2d_20 (Conv2D) (None, 32, 32, 192) 6144 add_3[0][0]
__________________________________________________________________________________________________
batch_normalization_15 (BatchNo (None, 32, 32, 192) 768 conv2d_20[0][0]
__________________________________________________________________________________________________
swish_15 (Swish) (None, 32, 32, 192) 0 batch_normalization_15[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_6 (DepthwiseCo (None, 32, 32, 192) 1728 swish_15[0][0]
__________________________________________________________________________________________________
batch_normalization_16 (BatchNo (None, 32, 32, 192) 768 depthwise_conv2d_6[0][0]
__________________________________________________________________________________________________
swish_16 (Swish) (None, 32, 32, 192) 0 batch_normalization_16[0][0]
__________________________________________________________________________________________________
lambda_6 (Lambda) (None, 1, 1, 192) 0 swish_16[0][0]
__________________________________________________________________________________________________
conv2d_21 (Conv2D) (None, 1, 1, 8) 1544 lambda_6[0][0]
__________________________________________________________________________________________________
swish_17 (Swish) (None, 1, 1, 8) 0 conv2d_21[0][0]
__________________________________________________________________________________________________
conv2d_22 (Conv2D) (None, 1, 1, 192) 1728 swish_17[0][0]
__________________________________________________________________________________________________
activation_6 (Activation) (None, 1, 1, 192) 0 conv2d_22[0][0]
__________________________________________________________________________________________________
multiply_6 (Multiply) (None, 32, 32, 192) 0 activation_6[0][0]
swish_16[0][0]
__________________________________________________________________________________________________
conv2d_23 (Conv2D) (None, 32, 32, 32) 6144 multiply_6[0][0]
__________________________________________________________________________________________________
batch_normalization_17 (BatchNo (None, 32, 32, 32) 128 conv2d_23[0][0]
__________________________________________________________________________________________________
drop_connect_4 (DropConnect) (None, 32, 32, 32) 0 batch_normalization_17[0][0]
__________________________________________________________________________________________________
add_4 (Add) (None, 32, 32, 32) 0 drop_connect_4[0][0]
add_3[0][0]
__________________________________________________________________________________________________
conv2d_24 (Conv2D) (None, 32, 32, 192) 6144 add_4[0][0]
__________________________________________________________________________________________________
batch_normalization_18 (BatchNo (None, 32, 32, 192) 768 conv2d_24[0][0]
__________________________________________________________________________________________________
swish_18 (Swish) (None, 32, 32, 192) 0 batch_normalization_18[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_7 (DepthwiseCo (None, 16, 16, 192) 4800 swish_18[0][0]
__________________________________________________________________________________________________
batch_normalization_19 (BatchNo (None, 16, 16, 192) 768 depthwise_conv2d_7[0][0]
__________________________________________________________________________________________________
swish_19 (Swish) (None, 16, 16, 192) 0 batch_normalization_19[0][0]
__________________________________________________________________________________________________
lambda_7 (Lambda) (None, 1, 1, 192) 0 swish_19[0][0]
__________________________________________________________________________________________________
conv2d_25 (Conv2D) (None, 1, 1, 8) 1544 lambda_7[0][0]
__________________________________________________________________________________________________
swish_20 (Swish) (None, 1, 1, 8) 0 conv2d_25[0][0]
__________________________________________________________________________________________________
conv2d_26 (Conv2D) (None, 1, 1, 192) 1728 swish_20[0][0]
__________________________________________________________________________________________________
activation_7 (Activation) (None, 1, 1, 192) 0 conv2d_26[0][0]
__________________________________________________________________________________________________
multiply_7 (Multiply) (None, 16, 16, 192) 0 activation_7[0][0]
swish_19[0][0]
__________________________________________________________________________________________________
conv2d_27 (Conv2D) (None, 16, 16, 56) 10752 multiply_7[0][0]
__________________________________________________________________________________________________
batch_normalization_20 (BatchNo (None, 16, 16, 56) 224 conv2d_27[0][0]
__________________________________________________________________________________________________
conv2d_28 (Conv2D) (None, 16, 16, 336) 18816 batch_normalization_20[0][0]
__________________________________________________________________________________________________
batch_normalization_21 (BatchNo (None, 16, 16, 336) 1344 conv2d_28[0][0]
__________________________________________________________________________________________________
swish_21 (Swish) (None, 16, 16, 336) 0 batch_normalization_21[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_8 (DepthwiseCo (None, 16, 16, 336) 8400 swish_21[0][0]
__________________________________________________________________________________________________
batch_normalization_22 (BatchNo (None, 16, 16, 336) 1344 depthwise_conv2d_8[0][0]
__________________________________________________________________________________________________
swish_22 (Swish) (None, 16, 16, 336) 0 batch_normalization_22[0][0]
__________________________________________________________________________________________________
lambda_8 (Lambda) (None, 1, 1, 336) 0 swish_22[0][0]
__________________________________________________________________________________________________
conv2d_29 (Conv2D) (None, 1, 1, 14) 4718 lambda_8[0][0]
__________________________________________________________________________________________________
swish_23 (Swish) (None, 1, 1, 14) 0 conv2d_29[0][0]
__________________________________________________________________________________________________
conv2d_30 (Conv2D) (None, 1, 1, 336) 5040 swish_23[0][0]
__________________________________________________________________________________________________
activation_8 (Activation) (None, 1, 1, 336) 0 conv2d_30[0][0]
__________________________________________________________________________________________________
multiply_8 (Multiply) (None, 16, 16, 336) 0 activation_8[0][0]
swish_22[0][0]
__________________________________________________________________________________________________
conv2d_31 (Conv2D) (None, 16, 16, 56) 18816 multiply_8[0][0]
__________________________________________________________________________________________________
batch_normalization_23 (BatchNo (None, 16, 16, 56) 224 conv2d_31[0][0]
__________________________________________________________________________________________________
drop_connect_5 (DropConnect) (None, 16, 16, 56) 0 batch_normalization_23[0][0]
__________________________________________________________________________________________________
add_5 (Add) (None, 16, 16, 56) 0 drop_connect_5[0][0]
batch_normalization_20[0][0]
__________________________________________________________________________________________________
conv2d_32 (Conv2D) (None, 16, 16, 336) 18816 add_5[0][0]
__________________________________________________________________________________________________
batch_normalization_24 (BatchNo (None, 16, 16, 336) 1344 conv2d_32[0][0]
__________________________________________________________________________________________________
swish_24 (Swish) (None, 16, 16, 336) 0 batch_normalization_24[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_9 (DepthwiseCo (None, 16, 16, 336) 8400 swish_24[0][0]
__________________________________________________________________________________________________
batch_normalization_25 (BatchNo (None, 16, 16, 336) 1344 depthwise_conv2d_9[0][0]
__________________________________________________________________________________________________
swish_25 (Swish) (None, 16, 16, 336) 0 batch_normalization_25[0][0]
__________________________________________________________________________________________________
lambda_9 (Lambda) (None, 1, 1, 336) 0 swish_25[0][0]
__________________________________________________________________________________________________
conv2d_33 (Conv2D) (None, 1, 1, 14) 4718 lambda_9[0][0]
__________________________________________________________________________________________________
swish_26 (Swish) (None, 1, 1, 14) 0 conv2d_33[0][0]
__________________________________________________________________________________________________
conv2d_34 (Conv2D) (None, 1, 1, 336) 5040 swish_26[0][0]
__________________________________________________________________________________________________
activation_9 (Activation) (None, 1, 1, 336) 0 conv2d_34[0][0]
__________________________________________________________________________________________________
multiply_9 (Multiply) (None, 16, 16, 336) 0 activation_9[0][0]
swish_25[0][0]
__________________________________________________________________________________________________
conv2d_35 (Conv2D) (None, 16, 16, 56) 18816 multiply_9[0][0]
__________________________________________________________________________________________________
batch_normalization_26 (BatchNo (None, 16, 16, 56) 224 conv2d_35[0][0]
__________________________________________________________________________________________________
drop_connect_6 (DropConnect) (None, 16, 16, 56) 0 batch_normalization_26[0][0]
__________________________________________________________________________________________________
add_6 (Add) (None, 16, 16, 56) 0 drop_connect_6[0][0]
add_5[0][0]
__________________________________________________________________________________________________
conv2d_36 (Conv2D) (None, 16, 16, 336) 18816 add_6[0][0]
__________________________________________________________________________________________________
batch_normalization_27 (BatchNo (None, 16, 16, 336) 1344 conv2d_36[0][0]
__________________________________________________________________________________________________
swish_27 (Swish) (None, 16, 16, 336) 0 batch_normalization_27[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_10 (DepthwiseC (None, 16, 16, 336) 8400 swish_27[0][0]
__________________________________________________________________________________________________
batch_normalization_28 (BatchNo (None, 16, 16, 336) 1344 depthwise_conv2d_10[0][0]
__________________________________________________________________________________________________
swish_28 (Swish) (None, 16, 16, 336) 0 batch_normalization_28[0][0]
__________________________________________________________________________________________________
lambda_10 (Lambda) (None, 1, 1, 336) 0 swish_28[0][0]
__________________________________________________________________________________________________
conv2d_37 (Conv2D) (None, 1, 1, 14) 4718 lambda_10[0][0]
__________________________________________________________________________________________________
swish_29 (Swish) (None, 1, 1, 14) 0 conv2d_37[0][0]
__________________________________________________________________________________________________
conv2d_38 (Conv2D) (None, 1, 1, 336) 5040 swish_29[0][0]
__________________________________________________________________________________________________
activation_10 (Activation) (None, 1, 1, 336) 0 conv2d_38[0][0]
__________________________________________________________________________________________________
multiply_10 (Multiply) (None, 16, 16, 336) 0 activation_10[0][0]
swish_28[0][0]
__________________________________________________________________________________________________
conv2d_39 (Conv2D) (None, 16, 16, 56) 18816 multiply_10[0][0]
__________________________________________________________________________________________________
batch_normalization_29 (BatchNo (None, 16, 16, 56) 224 conv2d_39[0][0]
__________________________________________________________________________________________________
drop_connect_7 (DropConnect) (None, 16, 16, 56) 0 batch_normalization_29[0][0]
__________________________________________________________________________________________________
add_7 (Add) (None, 16, 16, 56) 0 drop_connect_7[0][0]
add_6[0][0]
__________________________________________________________________________________________________
conv2d_40 (Conv2D) (None, 16, 16, 336) 18816 add_7[0][0]
__________________________________________________________________________________________________
batch_normalization_30 (BatchNo (None, 16, 16, 336) 1344 conv2d_40[0][0]
__________________________________________________________________________________________________
swish_30 (Swish) (None, 16, 16, 336) 0 batch_normalization_30[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_11 (DepthwiseC (None, 8, 8, 336) 3024 swish_30[0][0]
__________________________________________________________________________________________________
batch_normalization_31 (BatchNo (None, 8, 8, 336) 1344 depthwise_conv2d_11[0][0]
__________________________________________________________________________________________________
swish_31 (Swish) (None, 8, 8, 336) 0 batch_normalization_31[0][0]
__________________________________________________________________________________________________
lambda_11 (Lambda) (None, 1, 1, 336) 0 swish_31[0][0]
__________________________________________________________________________________________________
conv2d_41 (Conv2D) (None, 1, 1, 14) 4718 lambda_11[0][0]
__________________________________________________________________________________________________
swish_32 (Swish) (None, 1, 1, 14) 0 conv2d_41[0][0]
__________________________________________________________________________________________________
conv2d_42 (Conv2D) (None, 1, 1, 336) 5040 swish_32[0][0]
__________________________________________________________________________________________________
activation_11 (Activation) (None, 1, 1, 336) 0 conv2d_42[0][0]
__________________________________________________________________________________________________
multiply_11 (Multiply) (None, 8, 8, 336) 0 activation_11[0][0]
swish_31[0][0]
__________________________________________________________________________________________________
conv2d_43 (Conv2D) (None, 8, 8, 112) 37632 multiply_11[0][0]
__________________________________________________________________________________________________
batch_normalization_32 (BatchNo (None, 8, 8, 112) 448 conv2d_43[0][0]
__________________________________________________________________________________________________
conv2d_44 (Conv2D) (None, 8, 8, 672) 75264 batch_normalization_32[0][0]
__________________________________________________________________________________________________
batch_normalization_33 (BatchNo (None, 8, 8, 672) 2688 conv2d_44[0][0]
__________________________________________________________________________________________________
swish_33 (Swish) (None, 8, 8, 672) 0 batch_normalization_33[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_12 (DepthwiseC (None, 8, 8, 672) 6048 swish_33[0][0]
__________________________________________________________________________________________________
batch_normalization_34 (BatchNo (None, 8, 8, 672) 2688 depthwise_conv2d_12[0][0]
__________________________________________________________________________________________________
swish_34 (Swish) (None, 8, 8, 672) 0 batch_normalization_34[0][0]
__________________________________________________________________________________________________
lambda_12 (Lambda) (None, 1, 1, 672) 0 swish_34[0][0]
__________________________________________________________________________________________________
conv2d_45 (Conv2D) (None, 1, 1, 28) 18844 lambda_12[0][0]
__________________________________________________________________________________________________
swish_35 (Swish) (None, 1, 1, 28) 0 conv2d_45[0][0]
__________________________________________________________________________________________________
conv2d_46 (Conv2D) (None, 1, 1, 672) 19488 swish_35[0][0]
__________________________________________________________________________________________________
activation_12 (Activation) (None, 1, 1, 672) 0 conv2d_46[0][0]
__________________________________________________________________________________________________
multiply_12 (Multiply) (None, 8, 8, 672) 0 activation_12[0][0]
swish_34[0][0]
__________________________________________________________________________________________________
conv2d_47 (Conv2D) (None, 8, 8, 112) 75264 multiply_12[0][0]
__________________________________________________________________________________________________
batch_normalization_35 (BatchNo (None, 8, 8, 112) 448 conv2d_47[0][0]
__________________________________________________________________________________________________
drop_connect_8 (DropConnect) (None, 8, 8, 112) 0 batch_normalization_35[0][0]
__________________________________________________________________________________________________
add_8 (Add) (None, 8, 8, 112) 0 drop_connect_8[0][0]
batch_normalization_32[0][0]
__________________________________________________________________________________________________
conv2d_48 (Conv2D) (None, 8, 8, 672) 75264 add_8[0][0]
__________________________________________________________________________________________________
batch_normalization_36 (BatchNo (None, 8, 8, 672) 2688 conv2d_48[0][0]
__________________________________________________________________________________________________
swish_36 (Swish) (None, 8, 8, 672) 0 batch_normalization_36[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_13 (DepthwiseC (None, 8, 8, 672) 6048 swish_36[0][0]
__________________________________________________________________________________________________
batch_normalization_37 (BatchNo (None, 8, 8, 672) 2688 depthwise_conv2d_13[0][0]
__________________________________________________________________________________________________
swish_37 (Swish) (None, 8, 8, 672) 0 batch_normalization_37[0][0]
__________________________________________________________________________________________________
lambda_13 (Lambda) (None, 1, 1, 672) 0 swish_37[0][0]
__________________________________________________________________________________________________
conv2d_49 (Conv2D) (None, 1, 1, 28) 18844 lambda_13[0][0]
__________________________________________________________________________________________________
swish_38 (Swish) (None, 1, 1, 28) 0 conv2d_49[0][0]
__________________________________________________________________________________________________
conv2d_50 (Conv2D) (None, 1, 1, 672) 19488 swish_38[0][0]
__________________________________________________________________________________________________
activation_13 (Activation) (None, 1, 1, 672) 0 conv2d_50[0][0]
__________________________________________________________________________________________________
multiply_13 (Multiply) (None, 8, 8, 672) 0 activation_13[0][0]
swish_37[0][0]
__________________________________________________________________________________________________
conv2d_51 (Conv2D) (None, 8, 8, 112) 75264 multiply_13[0][0]
__________________________________________________________________________________________________
batch_normalization_38 (BatchNo (None, 8, 8, 112) 448 conv2d_51[0][0]
__________________________________________________________________________________________________
drop_connect_9 (DropConnect) (None, 8, 8, 112) 0 batch_normalization_38[0][0]
__________________________________________________________________________________________________
add_9 (Add) (None, 8, 8, 112) 0 drop_connect_9[0][0]
add_8[0][0]
__________________________________________________________________________________________________
conv2d_52 (Conv2D) (None, 8, 8, 672) 75264 add_9[0][0]
__________________________________________________________________________________________________
batch_normalization_39 (BatchNo (None, 8, 8, 672) 2688 conv2d_52[0][0]
__________________________________________________________________________________________________
swish_39 (Swish) (None, 8, 8, 672) 0 batch_normalization_39[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_14 (DepthwiseC (None, 8, 8, 672) 6048 swish_39[0][0]
__________________________________________________________________________________________________
batch_normalization_40 (BatchNo (None, 8, 8, 672) 2688 depthwise_conv2d_14[0][0]
__________________________________________________________________________________________________
swish_40 (Swish) (None, 8, 8, 672) 0 batch_normalization_40[0][0]
__________________________________________________________________________________________________
lambda_14 (Lambda) (None, 1, 1, 672) 0 swish_40[0][0]
__________________________________________________________________________________________________
conv2d_53 (Conv2D) (None, 1, 1, 28) 18844 lambda_14[0][0]
__________________________________________________________________________________________________
swish_41 (Swish) (None, 1, 1, 28) 0 conv2d_53[0][0]
__________________________________________________________________________________________________
conv2d_54 (Conv2D) (None, 1, 1, 672) 19488 swish_41[0][0]
__________________________________________________________________________________________________
activation_14 (Activation) (None, 1, 1, 672) 0 conv2d_54[0][0]
__________________________________________________________________________________________________
multiply_14 (Multiply) (None, 8, 8, 672) 0 activation_14[0][0]
swish_40[0][0]
__________________________________________________________________________________________________
conv2d_55 (Conv2D) (None, 8, 8, 112) 75264 multiply_14[0][0]
__________________________________________________________________________________________________
batch_normalization_41 (BatchNo (None, 8, 8, 112) 448 conv2d_55[0][0]
__________________________________________________________________________________________________
drop_connect_10 (DropConnect) (None, 8, 8, 112) 0 batch_normalization_41[0][0]
__________________________________________________________________________________________________
add_10 (Add) (None, 8, 8, 112) 0 drop_connect_10[0][0]
add_9[0][0]
__________________________________________________________________________________________________
conv2d_56 (Conv2D) (None, 8, 8, 672) 75264 add_10[0][0]
__________________________________________________________________________________________________
batch_normalization_42 (BatchNo (None, 8, 8, 672) 2688 conv2d_56[0][0]
__________________________________________________________________________________________________
swish_42 (Swish) (None, 8, 8, 672) 0 batch_normalization_42[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_15 (DepthwiseC (None, 8, 8, 672) 6048 swish_42[0][0]
__________________________________________________________________________________________________
batch_normalization_43 (BatchNo (None, 8, 8, 672) 2688 depthwise_conv2d_15[0][0]
__________________________________________________________________________________________________
swish_43 (Swish) (None, 8, 8, 672) 0 batch_normalization_43[0][0]
__________________________________________________________________________________________________
lambda_15 (Lambda) (None, 1, 1, 672) 0 swish_43[0][0]
__________________________________________________________________________________________________
conv2d_57 (Conv2D) (None, 1, 1, 28) 18844 lambda_15[0][0]
__________________________________________________________________________________________________
swish_44 (Swish) (None, 1, 1, 28) 0 conv2d_57[0][0]
__________________________________________________________________________________________________
conv2d_58 (Conv2D) (None, 1, 1, 672) 19488 swish_44[0][0]
__________________________________________________________________________________________________
activation_15 (Activation) (None, 1, 1, 672) 0 conv2d_58[0][0]
__________________________________________________________________________________________________
multiply_15 (Multiply) (None, 8, 8, 672) 0 activation_15[0][0]
swish_43[0][0]
__________________________________________________________________________________________________
conv2d_59 (Conv2D) (None, 8, 8, 112) 75264 multiply_15[0][0]
__________________________________________________________________________________________________
batch_normalization_44 (BatchNo (None, 8, 8, 112) 448 conv2d_59[0][0]
__________________________________________________________________________________________________
drop_connect_11 (DropConnect) (None, 8, 8, 112) 0 batch_normalization_44[0][0]
__________________________________________________________________________________________________
add_11 (Add) (None, 8, 8, 112) 0 drop_connect_11[0][0]
add_10[0][0]
__________________________________________________________________________________________________
conv2d_60 (Conv2D) (None, 8, 8, 672) 75264 add_11[0][0]
__________________________________________________________________________________________________
batch_normalization_45 (BatchNo (None, 8, 8, 672) 2688 conv2d_60[0][0]
__________________________________________________________________________________________________
swish_45 (Swish) (None, 8, 8, 672) 0 batch_normalization_45[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_16 (DepthwiseC (None, 8, 8, 672) 6048 swish_45[0][0]
__________________________________________________________________________________________________
batch_normalization_46 (BatchNo (None, 8, 8, 672) 2688 depthwise_conv2d_16[0][0]
__________________________________________________________________________________________________
swish_46 (Swish) (None, 8, 8, 672) 0 batch_normalization_46[0][0]
__________________________________________________________________________________________________
lambda_16 (Lambda) (None, 1, 1, 672) 0 swish_46[0][0]
__________________________________________________________________________________________________
conv2d_61 (Conv2D) (None, 1, 1, 28) 18844 lambda_16[0][0]
__________________________________________________________________________________________________
swish_47 (Swish) (None, 1, 1, 28) 0 conv2d_61[0][0]
__________________________________________________________________________________________________
conv2d_62 (Conv2D) (None, 1, 1, 672) 19488 swish_47[0][0]
__________________________________________________________________________________________________
activation_16 (Activation) (None, 1, 1, 672) 0 conv2d_62[0][0]
__________________________________________________________________________________________________
multiply_16 (Multiply) (None, 8, 8, 672) 0 activation_16[0][0]
swish_46[0][0]
__________________________________________________________________________________________________
conv2d_63 (Conv2D) (None, 8, 8, 112) 75264 multiply_16[0][0]
__________________________________________________________________________________________________
batch_normalization_47 (BatchNo (None, 8, 8, 112) 448 conv2d_63[0][0]
__________________________________________________________________________________________________
drop_connect_12 (DropConnect) (None, 8, 8, 112) 0 batch_normalization_47[0][0]
__________________________________________________________________________________________________
add_12 (Add) (None, 8, 8, 112) 0 drop_connect_12[0][0]
add_11[0][0]
__________________________________________________________________________________________________
conv2d_64 (Conv2D) (None, 8, 8, 672) 75264 add_12[0][0]
__________________________________________________________________________________________________
batch_normalization_48 (BatchNo (None, 8, 8, 672) 2688 conv2d_64[0][0]
__________________________________________________________________________________________________
swish_48 (Swish) (None, 8, 8, 672) 0 batch_normalization_48[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_17 (DepthwiseC (None, 8, 8, 672) 16800 swish_48[0][0]
__________________________________________________________________________________________________
batch_normalization_49 (BatchNo (None, 8, 8, 672) 2688 depthwise_conv2d_17[0][0]
__________________________________________________________________________________________________
swish_49 (Swish) (None, 8, 8, 672) 0 batch_normalization_49[0][0]
__________________________________________________________________________________________________
lambda_17 (Lambda) (None, 1, 1, 672) 0 swish_49[0][0]
__________________________________________________________________________________________________
conv2d_65 (Conv2D) (None, 1, 1, 28) 18844 lambda_17[0][0]
__________________________________________________________________________________________________
swish_50 (Swish) (None, 1, 1, 28) 0 conv2d_65[0][0]
__________________________________________________________________________________________________
conv2d_66 (Conv2D) (None, 1, 1, 672) 19488 swish_50[0][0]
__________________________________________________________________________________________________
activation_17 (Activation) (None, 1, 1, 672) 0 conv2d_66[0][0]
__________________________________________________________________________________________________
multiply_17 (Multiply) (None, 8, 8, 672) 0 activation_17[0][0]
swish_49[0][0]
__________________________________________________________________________________________________
conv2d_67 (Conv2D) (None, 8, 8, 160) 107520 multiply_17[0][0]
__________________________________________________________________________________________________
batch_normalization_50 (BatchNo (None, 8, 8, 160) 640 conv2d_67[0][0]
__________________________________________________________________________________________________
conv2d_68 (Conv2D) (None, 8, 8, 960) 153600 batch_normalization_50[0][0]
__________________________________________________________________________________________________
batch_normalization_51 (BatchNo (None, 8, 8, 960) 3840 conv2d_68[0][0]
__________________________________________________________________________________________________
swish_51 (Swish) (None, 8, 8, 960) 0 batch_normalization_51[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_18 (DepthwiseC (None, 8, 8, 960) 24000 swish_51[0][0]
__________________________________________________________________________________________________
batch_normalization_52 (BatchNo (None, 8, 8, 960) 3840 depthwise_conv2d_18[0][0]
__________________________________________________________________________________________________
swish_52 (Swish) (None, 8, 8, 960) 0 batch_normalization_52[0][0]
__________________________________________________________________________________________________
lambda_18 (Lambda) (None, 1, 1, 960) 0 swish_52[0][0]
__________________________________________________________________________________________________
conv2d_69 (Conv2D) (None, 1, 1, 40) 38440 lambda_18[0][0]
__________________________________________________________________________________________________
swish_53 (Swish) (None, 1, 1, 40) 0 conv2d_69[0][0]
__________________________________________________________________________________________________
conv2d_70 (Conv2D) (None, 1, 1, 960) 39360 swish_53[0][0]
__________________________________________________________________________________________________
activation_18 (Activation) (None, 1, 1, 960) 0 conv2d_70[0][0]
__________________________________________________________________________________________________
multiply_18 (Multiply) (None, 8, 8, 960) 0 activation_18[0][0]
swish_52[0][0]
__________________________________________________________________________________________________
conv2d_71 (Conv2D) (None, 8, 8, 160) 153600 multiply_18[0][0]
__________________________________________________________________________________________________
batch_normalization_53 (BatchNo (None, 8, 8, 160) 640 conv2d_71[0][0]
__________________________________________________________________________________________________
drop_connect_13 (DropConnect) (None, 8, 8, 160) 0 batch_normalization_53[0][0]
__________________________________________________________________________________________________
add_13 (Add) (None, 8, 8, 160) 0 drop_connect_13[0][0]
batch_normalization_50[0][0]
__________________________________________________________________________________________________
conv2d_72 (Conv2D) (None, 8, 8, 960) 153600 add_13[0][0]
__________________________________________________________________________________________________
batch_normalization_54 (BatchNo (None, 8, 8, 960) 3840 conv2d_72[0][0]
__________________________________________________________________________________________________
swish_54 (Swish) (None, 8, 8, 960) 0 batch_normalization_54[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_19 (DepthwiseC (None, 8, 8, 960) 24000 swish_54[0][0]
__________________________________________________________________________________________________
batch_normalization_55 (BatchNo (None, 8, 8, 960) 3840 depthwise_conv2d_19[0][0]
__________________________________________________________________________________________________
swish_55 (Swish) (None, 8, 8, 960) 0 batch_normalization_55[0][0]
__________________________________________________________________________________________________
lambda_19 (Lambda) (None, 1, 1, 960) 0 swish_55[0][0]
__________________________________________________________________________________________________
conv2d_73 (Conv2D) (None, 1, 1, 40) 38440 lambda_19[0][0]
__________________________________________________________________________________________________
swish_56 (Swish) (None, 1, 1, 40) 0 conv2d_73[0][0]
__________________________________________________________________________________________________
conv2d_74 (Conv2D) (None, 1, 1, 960) 39360 swish_56[0][0]
__________________________________________________________________________________________________
activation_19 (Activation) (None, 1, 1, 960) 0 conv2d_74[0][0]
__________________________________________________________________________________________________
multiply_19 (Multiply) (None, 8, 8, 960) 0 activation_19[0][0]
swish_55[0][0]
__________________________________________________________________________________________________
conv2d_75 (Conv2D) (None, 8, 8, 160) 153600 multiply_19[0][0]
__________________________________________________________________________________________________
batch_normalization_56 (BatchNo (None, 8, 8, 160) 640 conv2d_75[0][0]
__________________________________________________________________________________________________
drop_connect_14 (DropConnect) (None, 8, 8, 160) 0 batch_normalization_56[0][0]
__________________________________________________________________________________________________
add_14 (Add) (None, 8, 8, 160) 0 drop_connect_14[0][0]
add_13[0][0]
__________________________________________________________________________________________________
conv2d_76 (Conv2D) (None, 8, 8, 960) 153600 add_14[0][0]
__________________________________________________________________________________________________
batch_normalization_57 (BatchNo (None, 8, 8, 960) 3840 conv2d_76[0][0]
__________________________________________________________________________________________________
swish_57 (Swish) (None, 8, 8, 960) 0 batch_normalization_57[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_20 (DepthwiseC (None, 8, 8, 960) 24000 swish_57[0][0]
__________________________________________________________________________________________________
batch_normalization_58 (BatchNo (None, 8, 8, 960) 3840 depthwise_conv2d_20[0][0]
__________________________________________________________________________________________________
swish_58 (Swish) (None, 8, 8, 960) 0 batch_normalization_58[0][0]
__________________________________________________________________________________________________
lambda_20 (Lambda) (None, 1, 1, 960) 0 swish_58[0][0]
__________________________________________________________________________________________________
conv2d_77 (Conv2D) (None, 1, 1, 40) 38440 lambda_20[0][0]
__________________________________________________________________________________________________
swish_59 (Swish) (None, 1, 1, 40) 0 conv2d_77[0][0]
__________________________________________________________________________________________________
conv2d_78 (Conv2D) (None, 1, 1, 960) 39360 swish_59[0][0]
__________________________________________________________________________________________________
activation_20 (Activation) (None, 1, 1, 960) 0 conv2d_78[0][0]
__________________________________________________________________________________________________
multiply_20 (Multiply) (None, 8, 8, 960) 0 activation_20[0][0]
swish_58[0][0]
__________________________________________________________________________________________________
conv2d_79 (Conv2D) (None, 8, 8, 160) 153600 multiply_20[0][0]
__________________________________________________________________________________________________
batch_normalization_59 (BatchNo (None, 8, 8, 160) 640 conv2d_79[0][0]
__________________________________________________________________________________________________
drop_connect_15 (DropConnect) (None, 8, 8, 160) 0 batch_normalization_59[0][0]
__________________________________________________________________________________________________
add_15 (Add) (None, 8, 8, 160) 0 drop_connect_15[0][0]
add_14[0][0]
__________________________________________________________________________________________________
conv2d_80 (Conv2D) (None, 8, 8, 960) 153600 add_15[0][0]
__________________________________________________________________________________________________
batch_normalization_60 (BatchNo (None, 8, 8, 960) 3840 conv2d_80[0][0]
__________________________________________________________________________________________________
swish_60 (Swish) (None, 8, 8, 960) 0 batch_normalization_60[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_21 (DepthwiseC (None, 8, 8, 960) 24000 swish_60[0][0]
__________________________________________________________________________________________________
batch_normalization_61 (BatchNo (None, 8, 8, 960) 3840 depthwise_conv2d_21[0][0]
__________________________________________________________________________________________________
swish_61 (Swish) (None, 8, 8, 960) 0 batch_normalization_61[0][0]
__________________________________________________________________________________________________
lambda_21 (Lambda) (None, 1, 1, 960) 0 swish_61[0][0]
__________________________________________________________________________________________________
conv2d_81 (Conv2D) (None, 1, 1, 40) 38440 lambda_21[0][0]
__________________________________________________________________________________________________
swish_62 (Swish) (None, 1, 1, 40) 0 conv2d_81[0][0]
__________________________________________________________________________________________________
conv2d_82 (Conv2D) (None, 1, 1, 960) 39360 swish_62[0][0]
__________________________________________________________________________________________________
activation_21 (Activation) (None, 1, 1, 960) 0 conv2d_82[0][0]
__________________________________________________________________________________________________
multiply_21 (Multiply) (None, 8, 8, 960) 0 activation_21[0][0]
swish_61[0][0]
__________________________________________________________________________________________________
conv2d_83 (Conv2D) (None, 8, 8, 160) 153600 multiply_21[0][0]
__________________________________________________________________________________________________
batch_normalization_62 (BatchNo (None, 8, 8, 160) 640 conv2d_83[0][0]
__________________________________________________________________________________________________
drop_connect_16 (DropConnect) (None, 8, 8, 160) 0 batch_normalization_62[0][0]
__________________________________________________________________________________________________
add_16 (Add) (None, 8, 8, 160) 0 drop_connect_16[0][0]
add_15[0][0]
__________________________________________________________________________________________________
conv2d_84 (Conv2D) (None, 8, 8, 960) 153600 add_16[0][0]
__________________________________________________________________________________________________
batch_normalization_63 (BatchNo (None, 8, 8, 960) 3840 conv2d_84[0][0]
__________________________________________________________________________________________________
swish_63 (Swish) (None, 8, 8, 960) 0 batch_normalization_63[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_22 (DepthwiseC (None, 8, 8, 960) 24000 swish_63[0][0]
__________________________________________________________________________________________________
batch_normalization_64 (BatchNo (None, 8, 8, 960) 3840 depthwise_conv2d_22[0][0]
__________________________________________________________________________________________________
swish_64 (Swish) (None, 8, 8, 960) 0 batch_normalization_64[0][0]
__________________________________________________________________________________________________
lambda_22 (Lambda) (None, 1, 1, 960) 0 swish_64[0][0]
__________________________________________________________________________________________________
conv2d_85 (Conv2D) (None, 1, 1, 40) 38440 lambda_22[0][0]
__________________________________________________________________________________________________
swish_65 (Swish) (None, 1, 1, 40) 0 conv2d_85[0][0]
__________________________________________________________________________________________________
conv2d_86 (Conv2D) (None, 1, 1, 960) 39360 swish_65[0][0]
__________________________________________________________________________________________________
activation_22 (Activation) (None, 1, 1, 960) 0 conv2d_86[0][0]
__________________________________________________________________________________________________
multiply_22 (Multiply) (None, 8, 8, 960) 0 activation_22[0][0]
swish_64[0][0]
__________________________________________________________________________________________________
conv2d_87 (Conv2D) (None, 8, 8, 160) 153600 multiply_22[0][0]
__________________________________________________________________________________________________
batch_normalization_65 (BatchNo (None, 8, 8, 160) 640 conv2d_87[0][0]
__________________________________________________________________________________________________
drop_connect_17 (DropConnect) (None, 8, 8, 160) 0 batch_normalization_65[0][0]
__________________________________________________________________________________________________
add_17 (Add) (None, 8, 8, 160) 0 drop_connect_17[0][0]
add_16[0][0]
__________________________________________________________________________________________________
conv2d_88 (Conv2D) (None, 8, 8, 960) 153600 add_17[0][0]
__________________________________________________________________________________________________
batch_normalization_66 (BatchNo (None, 8, 8, 960) 3840 conv2d_88[0][0]
__________________________________________________________________________________________________
swish_66 (Swish) (None, 8, 8, 960) 0 batch_normalization_66[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_23 (DepthwiseC (None, 4, 4, 960) 24000 swish_66[0][0]
__________________________________________________________________________________________________
batch_normalization_67 (BatchNo (None, 4, 4, 960) 3840 depthwise_conv2d_23[0][0]
__________________________________________________________________________________________________
swish_67 (Swish) (None, 4, 4, 960) 0 batch_normalization_67[0][0]
__________________________________________________________________________________________________
lambda_23 (Lambda) (None, 1, 1, 960) 0 swish_67[0][0]
__________________________________________________________________________________________________
conv2d_89 (Conv2D) (None, 1, 1, 40) 38440 lambda_23[0][0]
__________________________________________________________________________________________________
swish_68 (Swish) (None, 1, 1, 40) 0 conv2d_89[0][0]
__________________________________________________________________________________________________
conv2d_90 (Conv2D) (None, 1, 1, 960) 39360 swish_68[0][0]
__________________________________________________________________________________________________
activation_23 (Activation) (None, 1, 1, 960) 0 conv2d_90[0][0]
__________________________________________________________________________________________________
multiply_23 (Multiply) (None, 4, 4, 960) 0 activation_23[0][0]
swish_67[0][0]
__________________________________________________________________________________________________
conv2d_91 (Conv2D) (None, 4, 4, 272) 261120 multiply_23[0][0]
__________________________________________________________________________________________________
batch_normalization_68 (BatchNo (None, 4, 4, 272) 1088 conv2d_91[0][0]
__________________________________________________________________________________________________
conv2d_92 (Conv2D) (None, 4, 4, 1632) 443904 batch_normalization_68[0][0]
__________________________________________________________________________________________________
batch_normalization_69 (BatchNo (None, 4, 4, 1632) 6528 conv2d_92[0][0]
__________________________________________________________________________________________________
swish_69 (Swish) (None, 4, 4, 1632) 0 batch_normalization_69[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_24 (DepthwiseC (None, 4, 4, 1632) 40800 swish_69[0][0]
__________________________________________________________________________________________________
batch_normalization_70 (BatchNo (None, 4, 4, 1632) 6528 depthwise_conv2d_24[0][0]
__________________________________________________________________________________________________
swish_70 (Swish) (None, 4, 4, 1632) 0 batch_normalization_70[0][0]
__________________________________________________________________________________________________
lambda_24 (Lambda) (None, 1, 1, 1632) 0 swish_70[0][0]
__________________________________________________________________________________________________
conv2d_93 (Conv2D) (None, 1, 1, 68) 111044 lambda_24[0][0]
__________________________________________________________________________________________________
swish_71 (Swish) (None, 1, 1, 68) 0 conv2d_93[0][0]
__________________________________________________________________________________________________
conv2d_94 (Conv2D) (None, 1, 1, 1632) 112608 swish_71[0][0]
__________________________________________________________________________________________________
activation_24 (Activation) (None, 1, 1, 1632) 0 conv2d_94[0][0]
__________________________________________________________________________________________________
multiply_24 (Multiply) (None, 4, 4, 1632) 0 activation_24[0][0]
swish_70[0][0]
__________________________________________________________________________________________________
conv2d_95 (Conv2D) (None, 4, 4, 272) 443904 multiply_24[0][0]
__________________________________________________________________________________________________
batch_normalization_71 (BatchNo (None, 4, 4, 272) 1088 conv2d_95[0][0]
__________________________________________________________________________________________________
drop_connect_18 (DropConnect) (None, 4, 4, 272) 0 batch_normalization_71[0][0]
__________________________________________________________________________________________________
add_18 (Add) (None, 4, 4, 272) 0 drop_connect_18[0][0]
batch_normalization_68[0][0]
__________________________________________________________________________________________________
conv2d_96 (Conv2D) (None, 4, 4, 1632) 443904 add_18[0][0]
__________________________________________________________________________________________________
batch_normalization_72 (BatchNo (None, 4, 4, 1632) 6528 conv2d_96[0][0]
__________________________________________________________________________________________________
swish_72 (Swish) (None, 4, 4, 1632) 0 batch_normalization_72[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_25 (DepthwiseC (None, 4, 4, 1632) 40800 swish_72[0][0]
__________________________________________________________________________________________________
batch_normalization_73 (BatchNo (None, 4, 4, 1632) 6528 depthwise_conv2d_25[0][0]
__________________________________________________________________________________________________
swish_73 (Swish) (None, 4, 4, 1632) 0 batch_normalization_73[0][0]
__________________________________________________________________________________________________
lambda_25 (Lambda) (None, 1, 1, 1632) 0 swish_73[0][0]
__________________________________________________________________________________________________
conv2d_97 (Conv2D) (None, 1, 1, 68) 111044 lambda_25[0][0]
__________________________________________________________________________________________________
swish_74 (Swish) (None, 1, 1, 68) 0 conv2d_97[0][0]
__________________________________________________________________________________________________
conv2d_98 (Conv2D) (None, 1, 1, 1632) 112608 swish_74[0][0]
__________________________________________________________________________________________________
activation_25 (Activation) (None, 1, 1, 1632) 0 conv2d_98[0][0]
__________________________________________________________________________________________________
multiply_25 (Multiply) (None, 4, 4, 1632) 0 activation_25[0][0]
swish_73[0][0]
__________________________________________________________________________________________________
conv2d_99 (Conv2D) (None, 4, 4, 272) 443904 multiply_25[0][0]
__________________________________________________________________________________________________
batch_normalization_74 (BatchNo (None, 4, 4, 272) 1088 conv2d_99[0][0]
__________________________________________________________________________________________________
drop_connect_19 (DropConnect) (None, 4, 4, 272) 0 batch_normalization_74[0][0]
__________________________________________________________________________________________________
add_19 (Add) (None, 4, 4, 272) 0 drop_connect_19[0][0]
add_18[0][0]
__________________________________________________________________________________________________
conv2d_100 (Conv2D) (None, 4, 4, 1632) 443904 add_19[0][0]
__________________________________________________________________________________________________
batch_normalization_75 (BatchNo (None, 4, 4, 1632) 6528 conv2d_100[0][0]
__________________________________________________________________________________________________
swish_75 (Swish) (None, 4, 4, 1632) 0 batch_normalization_75[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_26 (DepthwiseC (None, 4, 4, 1632) 40800 swish_75[0][0]
__________________________________________________________________________________________________
batch_normalization_76 (BatchNo (None, 4, 4, 1632) 6528 depthwise_conv2d_26[0][0]
__________________________________________________________________________________________________
swish_76 (Swish) (None, 4, 4, 1632) 0 batch_normalization_76[0][0]
__________________________________________________________________________________________________
lambda_26 (Lambda) (None, 1, 1, 1632) 0 swish_76[0][0]
__________________________________________________________________________________________________
conv2d_101 (Conv2D) (None, 1, 1, 68) 111044 lambda_26[0][0]
__________________________________________________________________________________________________
swish_77 (Swish) (None, 1, 1, 68) 0 conv2d_101[0][0]
__________________________________________________________________________________________________
conv2d_102 (Conv2D) (None, 1, 1, 1632) 112608 swish_77[0][0]
__________________________________________________________________________________________________
activation_26 (Activation) (None, 1, 1, 1632) 0 conv2d_102[0][0]
__________________________________________________________________________________________________
multiply_26 (Multiply) (None, 4, 4, 1632) 0 activation_26[0][0]
swish_76[0][0]
__________________________________________________________________________________________________
conv2d_103 (Conv2D) (None, 4, 4, 272) 443904 multiply_26[0][0]
__________________________________________________________________________________________________
batch_normalization_77 (BatchNo (None, 4, 4, 272) 1088 conv2d_103[0][0]
__________________________________________________________________________________________________
drop_connect_20 (DropConnect) (None, 4, 4, 272) 0 batch_normalization_77[0][0]
__________________________________________________________________________________________________
add_20 (Add) (None, 4, 4, 272) 0 drop_connect_20[0][0]
add_19[0][0]
__________________________________________________________________________________________________
conv2d_104 (Conv2D) (None, 4, 4, 1632) 443904 add_20[0][0]
__________________________________________________________________________________________________
batch_normalization_78 (BatchNo (None, 4, 4, 1632) 6528 conv2d_104[0][0]
__________________________________________________________________________________________________
swish_78 (Swish) (None, 4, 4, 1632) 0 batch_normalization_78[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_27 (DepthwiseC (None, 4, 4, 1632) 40800 swish_78[0][0]
__________________________________________________________________________________________________
batch_normalization_79 (BatchNo (None, 4, 4, 1632) 6528 depthwise_conv2d_27[0][0]
__________________________________________________________________________________________________
swish_79 (Swish) (None, 4, 4, 1632) 0 batch_normalization_79[0][0]
__________________________________________________________________________________________________
lambda_27 (Lambda) (None, 1, 1, 1632) 0 swish_79[0][0]
__________________________________________________________________________________________________
conv2d_105 (Conv2D) (None, 1, 1, 68) 111044 lambda_27[0][0]
__________________________________________________________________________________________________
swish_80 (Swish) (None, 1, 1, 68) 0 conv2d_105[0][0]
__________________________________________________________________________________________________
conv2d_106 (Conv2D) (None, 1, 1, 1632) 112608 swish_80[0][0]
__________________________________________________________________________________________________
activation_27 (Activation) (None, 1, 1, 1632) 0 conv2d_106[0][0]
__________________________________________________________________________________________________
multiply_27 (Multiply) (None, 4, 4, 1632) 0 activation_27[0][0]
swish_79[0][0]
__________________________________________________________________________________________________
conv2d_107 (Conv2D) (None, 4, 4, 272) 443904 multiply_27[0][0]
__________________________________________________________________________________________________
batch_normalization_80 (BatchNo (None, 4, 4, 272) 1088 conv2d_107[0][0]
__________________________________________________________________________________________________
drop_connect_21 (DropConnect) (None, 4, 4, 272) 0 batch_normalization_80[0][0]
__________________________________________________________________________________________________
add_21 (Add) (None, 4, 4, 272) 0 drop_connect_21[0][0]
add_20[0][0]
__________________________________________________________________________________________________
conv2d_108 (Conv2D) (None, 4, 4, 1632) 443904 add_21[0][0]
__________________________________________________________________________________________________
batch_normalization_81 (BatchNo (None, 4, 4, 1632) 6528 conv2d_108[0][0]
__________________________________________________________________________________________________
swish_81 (Swish) (None, 4, 4, 1632) 0 batch_normalization_81[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_28 (DepthwiseC (None, 4, 4, 1632) 40800 swish_81[0][0]
__________________________________________________________________________________________________
batch_normalization_82 (BatchNo (None, 4, 4, 1632) 6528 depthwise_conv2d_28[0][0]
__________________________________________________________________________________________________
swish_82 (Swish) (None, 4, 4, 1632) 0 batch_normalization_82[0][0]
__________________________________________________________________________________________________
lambda_28 (Lambda) (None, 1, 1, 1632) 0 swish_82[0][0]
__________________________________________________________________________________________________
conv2d_109 (Conv2D) (None, 1, 1, 68) 111044 lambda_28[0][0]
__________________________________________________________________________________________________
swish_83 (Swish) (None, 1, 1, 68) 0 conv2d_109[0][0]
__________________________________________________________________________________________________
conv2d_110 (Conv2D) (None, 1, 1, 1632) 112608 swish_83[0][0]
__________________________________________________________________________________________________
activation_28 (Activation) (None, 1, 1, 1632) 0 conv2d_110[0][0]
__________________________________________________________________________________________________
multiply_28 (Multiply) (None, 4, 4, 1632) 0 activation_28[0][0]
swish_82[0][0]
__________________________________________________________________________________________________
conv2d_111 (Conv2D) (None, 4, 4, 272) 443904 multiply_28[0][0]
__________________________________________________________________________________________________
batch_normalization_83 (BatchNo (None, 4, 4, 272) 1088 conv2d_111[0][0]
__________________________________________________________________________________________________
drop_connect_22 (DropConnect) (None, 4, 4, 272) 0 batch_normalization_83[0][0]
__________________________________________________________________________________________________
add_22 (Add) (None, 4, 4, 272) 0 drop_connect_22[0][0]
add_21[0][0]
__________________________________________________________________________________________________
conv2d_112 (Conv2D) (None, 4, 4, 1632) 443904 add_22[0][0]
__________________________________________________________________________________________________
batch_normalization_84 (BatchNo (None, 4, 4, 1632) 6528 conv2d_112[0][0]
__________________________________________________________________________________________________
swish_84 (Swish) (None, 4, 4, 1632) 0 batch_normalization_84[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_29 (DepthwiseC (None, 4, 4, 1632) 40800 swish_84[0][0]
__________________________________________________________________________________________________
batch_normalization_85 (BatchNo (None, 4, 4, 1632) 6528 depthwise_conv2d_29[0][0]
__________________________________________________________________________________________________
swish_85 (Swish) (None, 4, 4, 1632) 0 batch_normalization_85[0][0]
__________________________________________________________________________________________________
lambda_29 (Lambda) (None, 1, 1, 1632) 0 swish_85[0][0]
__________________________________________________________________________________________________
conv2d_113 (Conv2D) (None, 1, 1, 68) 111044 lambda_29[0][0]
__________________________________________________________________________________________________
swish_86 (Swish) (None, 1, 1, 68) 0 conv2d_113[0][0]
__________________________________________________________________________________________________
conv2d_114 (Conv2D) (None, 1, 1, 1632) 112608 swish_86[0][0]
__________________________________________________________________________________________________
activation_29 (Activation) (None, 1, 1, 1632) 0 conv2d_114[0][0]
__________________________________________________________________________________________________
multiply_29 (Multiply) (None, 4, 4, 1632) 0 activation_29[0][0]
swish_85[0][0]
__________________________________________________________________________________________________
conv2d_115 (Conv2D) (None, 4, 4, 272) 443904 multiply_29[0][0]
__________________________________________________________________________________________________
batch_normalization_86 (BatchNo (None, 4, 4, 272) 1088 conv2d_115[0][0]
__________________________________________________________________________________________________
drop_connect_23 (DropConnect) (None, 4, 4, 272) 0 batch_normalization_86[0][0]
__________________________________________________________________________________________________
add_23 (Add) (None, 4, 4, 272) 0 drop_connect_23[0][0]
add_22[0][0]
__________________________________________________________________________________________________
conv2d_116 (Conv2D) (None, 4, 4, 1632) 443904 add_23[0][0]
__________________________________________________________________________________________________
batch_normalization_87 (BatchNo (None, 4, 4, 1632) 6528 conv2d_116[0][0]
__________________________________________________________________________________________________
swish_87 (Swish) (None, 4, 4, 1632) 0 batch_normalization_87[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_30 (DepthwiseC (None, 4, 4, 1632) 40800 swish_87[0][0]
__________________________________________________________________________________________________
batch_normalization_88 (BatchNo (None, 4, 4, 1632) 6528 depthwise_conv2d_30[0][0]
__________________________________________________________________________________________________
swish_88 (Swish) (None, 4, 4, 1632) 0 batch_normalization_88[0][0]
__________________________________________________________________________________________________
lambda_30 (Lambda) (None, 1, 1, 1632) 0 swish_88[0][0]
__________________________________________________________________________________________________
conv2d_117 (Conv2D) (None, 1, 1, 68) 111044 lambda_30[0][0]
__________________________________________________________________________________________________
swish_89 (Swish) (None, 1, 1, 68) 0 conv2d_117[0][0]
__________________________________________________________________________________________________
conv2d_118 (Conv2D) (None, 1, 1, 1632) 112608 swish_89[0][0]
__________________________________________________________________________________________________
activation_30 (Activation) (None, 1, 1, 1632) 0 conv2d_118[0][0]
__________________________________________________________________________________________________
multiply_30 (Multiply) (None, 4, 4, 1632) 0 activation_30[0][0]
swish_88[0][0]
__________________________________________________________________________________________________
conv2d_119 (Conv2D) (None, 4, 4, 272) 443904 multiply_30[0][0]
__________________________________________________________________________________________________
batch_normalization_89 (BatchNo (None, 4, 4, 272) 1088 conv2d_119[0][0]
__________________________________________________________________________________________________
drop_connect_24 (DropConnect) (None, 4, 4, 272) 0 batch_normalization_89[0][0]
__________________________________________________________________________________________________
add_24 (Add) (None, 4, 4, 272) 0 drop_connect_24[0][0]
add_23[0][0]
__________________________________________________________________________________________________
conv2d_120 (Conv2D) (None, 4, 4, 1632) 443904 add_24[0][0]
__________________________________________________________________________________________________
batch_normalization_90 (BatchNo (None, 4, 4, 1632) 6528 conv2d_120[0][0]
__________________________________________________________________________________________________
swish_90 (Swish) (None, 4, 4, 1632) 0 batch_normalization_90[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_31 (DepthwiseC (None, 4, 4, 1632) 14688 swish_90[0][0]
__________________________________________________________________________________________________
batch_normalization_91 (BatchNo (None, 4, 4, 1632) 6528 depthwise_conv2d_31[0][0]
__________________________________________________________________________________________________
swish_91 (Swish) (None, 4, 4, 1632) 0 batch_normalization_91[0][0]
__________________________________________________________________________________________________
lambda_31 (Lambda) (None, 1, 1, 1632) 0 swish_91[0][0]
__________________________________________________________________________________________________
conv2d_121 (Conv2D) (None, 1, 1, 68) 111044 lambda_31[0][0]
__________________________________________________________________________________________________
swish_92 (Swish) (None, 1, 1, 68) 0 conv2d_121[0][0]
__________________________________________________________________________________________________
conv2d_122 (Conv2D) (None, 1, 1, 1632) 112608 swish_92[0][0]
__________________________________________________________________________________________________
activation_31 (Activation) (None, 1, 1, 1632) 0 conv2d_122[0][0]
__________________________________________________________________________________________________
multiply_31 (Multiply) (None, 4, 4, 1632) 0 activation_31[0][0]
swish_91[0][0]
__________________________________________________________________________________________________
conv2d_123 (Conv2D) (None, 4, 4, 448) 731136 multiply_31[0][0]
__________________________________________________________________________________________________
batch_normalization_92 (BatchNo (None, 4, 4, 448) 1792 conv2d_123[0][0]
__________________________________________________________________________________________________
conv2d_124 (Conv2D) (None, 4, 4, 2688) 1204224 batch_normalization_92[0][0]
__________________________________________________________________________________________________
batch_normalization_93 (BatchNo (None, 4, 4, 2688) 10752 conv2d_124[0][0]
__________________________________________________________________________________________________
swish_93 (Swish) (None, 4, 4, 2688) 0 batch_normalization_93[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_32 (DepthwiseC (None, 4, 4, 2688) 24192 swish_93[0][0]
__________________________________________________________________________________________________
batch_normalization_94 (BatchNo (None, 4, 4, 2688) 10752 depthwise_conv2d_32[0][0]
__________________________________________________________________________________________________
swish_94 (Swish) (None, 4, 4, 2688) 0 batch_normalization_94[0][0]
__________________________________________________________________________________________________
lambda_32 (Lambda) (None, 1, 1, 2688) 0 swish_94[0][0]
__________________________________________________________________________________________________
conv2d_125 (Conv2D) (None, 1, 1, 112) 301168 lambda_32[0][0]
__________________________________________________________________________________________________
swish_95 (Swish) (None, 1, 1, 112) 0 conv2d_125[0][0]
__________________________________________________________________________________________________
conv2d_126 (Conv2D) (None, 1, 1, 2688) 303744 swish_95[0][0]
__________________________________________________________________________________________________
activation_32 (Activation) (None, 1, 1, 2688) 0 conv2d_126[0][0]
__________________________________________________________________________________________________
multiply_32 (Multiply) (None, 4, 4, 2688) 0 activation_32[0][0]
swish_94[0][0]
__________________________________________________________________________________________________
conv2d_127 (Conv2D) (None, 4, 4, 448) 1204224 multiply_32[0][0]
__________________________________________________________________________________________________
batch_normalization_95 (BatchNo (None, 4, 4, 448) 1792 conv2d_127[0][0]
__________________________________________________________________________________________________
drop_connect_25 (DropConnect) (None, 4, 4, 448) 0 batch_normalization_95[0][0]
__________________________________________________________________________________________________
add_25 (Add) (None, 4, 4, 448) 0 drop_connect_25[0][0]
batch_normalization_92[0][0]
__________________________________________________________________________________________________
conv2d_128 (Conv2D) (None, 4, 4, 1792) 802816 add_25[0][0]
__________________________________________________________________________________________________
batch_normalization_96 (BatchNo (None, 4, 4, 1792) 7168 conv2d_128[0][0]
__________________________________________________________________________________________________
swish_96 (Swish) (None, 4, 4, 1792) 0 batch_normalization_96[0][0]
==================================================================================================
Total params: 17,673,816
Trainable params: 17,548,616
Non-trainable params: 125,200
__________________________________________________________________________________________________
Adding the convolution and residual blocks in order to perform downsampling and upsampling:
from keras.layers import LeakyReLU
def convolution_block(x, filters, size, strides=(1,1), padding='same', activation=True):
x = Conv2D(filters, size, strides=strides, padding=padding)(x)
x = BatchNormalization()(x)
if activation == True:
x = LeakyReLU(alpha=0.1)(x)
return x
def residual_block(blockInput, num_filters=16):
x = LeakyReLU(alpha=0.1)(blockInput)
x = BatchNormalization()(x)
blockInput = BatchNormalization()(blockInput)
x = convolution_block(x, num_filters, (3,3) )
x = convolution_block(x, num_filters, (3,3), activation=False)
x = Add()([x, blockInput])
return x
dropout_rate=0.5
input = backbone.input
start_neurons = 8
conv4 = backbone.layers[342].output
conv4 = LeakyReLU(alpha=0.1)(conv4)
pool4 = MaxPooling2D((2, 2))(conv4)
pool4 = Dropout(dropout_rate)(pool4)
# Middle
convm = Conv2D(start_neurons * 32, (3, 3), activation=None, padding="same",name='conv_middle')(pool4)
convm = residual_block(convm,start_neurons * 32)
convm = residual_block(convm,start_neurons * 32)
convm = LeakyReLU(alpha=0.1)(convm)
deconv4 = Conv2DTranspose(start_neurons * 16, (3, 3), strides=(2, 2), padding="same")(convm)
deconv4_up1 = Conv2DTranspose(start_neurons * 16, (3, 3), strides=(2, 2), padding="same")(deconv4)
deconv4_up2 = Conv2DTranspose(start_neurons * 16, (3, 3), strides=(2, 2), padding="same")(deconv4_up1)
deconv4_up3 = Conv2DTranspose(start_neurons * 16, (3, 3), strides=(2, 2), padding="same")(deconv4_up2)
uconv4 = concatenate([deconv4, conv4])
uconv4 = Dropout(dropout_rate)(uconv4)
uconv4 = Conv2D(start_neurons * 16, (3, 3), activation=None, padding="same")(uconv4)
uconv4 = residual_block(uconv4,start_neurons * 16)
# uconv4 = residual_block(uconv4,start_neurons * 16)
uconv4 = LeakyReLU(alpha=0.1)(uconv4) #conv1_2
deconv3 = Conv2DTranspose(start_neurons * 8, (3, 3), strides=(2, 2), padding="same")(uconv4)
deconv3_up1 = Conv2DTranspose(start_neurons * 8, (3, 3), strides=(2, 2), padding="same")(deconv3)
deconv3_up2 = Conv2DTranspose(start_neurons * 8, (3, 3), strides=(2, 2), padding="same")(deconv3_up1)
conv3 = backbone.layers[154].output
uconv3 = concatenate([deconv3,deconv4_up1, conv3])
uconv3 = Dropout(dropout_rate)(uconv3)
uconv3 = Conv2D(start_neurons * 8, (3, 3), activation=None, padding="same")(uconv3)
uconv3 = residual_block(uconv3,start_neurons * 8)
# uconv3 = residual_block(uconv3,start_neurons * 8)
uconv3 = LeakyReLU(alpha=0.1)(uconv3)
deconv2 = Conv2DTranspose(start_neurons * 4, (3, 3), strides=(2, 2), padding="same")(uconv3)
deconv2_up1 = Conv2DTranspose(start_neurons * 4, (3, 3), strides=(2, 2), padding="same")(deconv2)
conv2 = backbone.layers[92].output
uconv2 = concatenate([deconv2,deconv3_up1,deconv4_up2, conv2])
uconv2 = Dropout(0.1)(uconv2)
uconv2 = Conv2D(start_neurons * 4, (3, 3), activation=None, padding="same")(uconv2)
uconv2 = residual_block(uconv2,start_neurons * 4)
# uconv2 = residual_block(uconv2,start_neurons * 4)
uconv2 = LeakyReLU(alpha=0.1)(uconv2)
deconv1 = Conv2DTranspose(start_neurons * 2, (3, 3), strides=(2, 2), padding="same")(uconv2)
conv1 = backbone.layers[30].output
uconv1 = concatenate([deconv1,deconv2_up1,deconv3_up2,deconv4_up3, conv1])
uconv1 = Dropout(0.1)(uconv1)
uconv1 = Conv2D(start_neurons * 2, (3, 3), activation=None, padding="same")(uconv1)
uconv1 = residual_block(uconv1,start_neurons * 2)
# uconv1 = residual_block(uconv1,start_neurons * 2)
uconv1 = LeakyReLU(alpha=0.1)(uconv1)
uconv0 = Conv2DTranspose(start_neurons * 1, (3, 3), strides=(2, 2), padding="same")(uconv1)
uconv0 = Dropout(0.1)(uconv0)
uconv0 = Conv2D(start_neurons * 1, (3, 3), activation=None, padding="same")(uconv0)
uconv0 = residual_block(uconv0,start_neurons * 1)
# uconv0 = residual_block(uconv0,start_neurons * 1)
uconv0 = LeakyReLU(alpha=0.1)(uconv0)
uconv0 = Dropout(dropout_rate/2)(uconv0)
output_layer = Conv2D(1, (1,1), padding="same", activation="sigmoid")(uconv0)
model = Model(input, output_layer)
model.summary()
Model: "model_2"
__________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
==================================================================================================
input_1 (InputLayer) (None, 128, 128, 3) 0
__________________________________________________________________________________________________
conv2d_1 (Conv2D) (None, 64, 64, 48) 1296 input_1[0][0]
__________________________________________________________________________________________________
batch_normalization_1 (BatchNor (None, 64, 64, 48) 192 conv2d_1[0][0]
__________________________________________________________________________________________________
swish_1 (Swish) (None, 64, 64, 48) 0 batch_normalization_1[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_1 (DepthwiseCo (None, 64, 64, 48) 432 swish_1[0][0]
__________________________________________________________________________________________________
batch_normalization_2 (BatchNor (None, 64, 64, 48) 192 depthwise_conv2d_1[0][0]
__________________________________________________________________________________________________
swish_2 (Swish) (None, 64, 64, 48) 0 batch_normalization_2[0][0]
__________________________________________________________________________________________________
lambda_1 (Lambda) (None, 1, 1, 48) 0 swish_2[0][0]
__________________________________________________________________________________________________
conv2d_2 (Conv2D) (None, 1, 1, 12) 588 lambda_1[0][0]
__________________________________________________________________________________________________
swish_3 (Swish) (None, 1, 1, 12) 0 conv2d_2[0][0]
__________________________________________________________________________________________________
conv2d_3 (Conv2D) (None, 1, 1, 48) 624 swish_3[0][0]
__________________________________________________________________________________________________
activation_1 (Activation) (None, 1, 1, 48) 0 conv2d_3[0][0]
__________________________________________________________________________________________________
multiply_1 (Multiply) (None, 64, 64, 48) 0 activation_1[0][0]
swish_2[0][0]
__________________________________________________________________________________________________
conv2d_4 (Conv2D) (None, 64, 64, 24) 1152 multiply_1[0][0]
__________________________________________________________________________________________________
batch_normalization_3 (BatchNor (None, 64, 64, 24) 96 conv2d_4[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_2 (DepthwiseCo (None, 64, 64, 24) 216 batch_normalization_3[0][0]
__________________________________________________________________________________________________
batch_normalization_4 (BatchNor (None, 64, 64, 24) 96 depthwise_conv2d_2[0][0]
__________________________________________________________________________________________________
swish_4 (Swish) (None, 64, 64, 24) 0 batch_normalization_4[0][0]
__________________________________________________________________________________________________
lambda_2 (Lambda) (None, 1, 1, 24) 0 swish_4[0][0]
__________________________________________________________________________________________________
conv2d_5 (Conv2D) (None, 1, 1, 6) 150 lambda_2[0][0]
__________________________________________________________________________________________________
swish_5 (Swish) (None, 1, 1, 6) 0 conv2d_5[0][0]
__________________________________________________________________________________________________
conv2d_6 (Conv2D) (None, 1, 1, 24) 168 swish_5[0][0]
__________________________________________________________________________________________________
activation_2 (Activation) (None, 1, 1, 24) 0 conv2d_6[0][0]
__________________________________________________________________________________________________
multiply_2 (Multiply) (None, 64, 64, 24) 0 activation_2[0][0]
swish_4[0][0]
__________________________________________________________________________________________________
conv2d_7 (Conv2D) (None, 64, 64, 24) 576 multiply_2[0][0]
__________________________________________________________________________________________________
batch_normalization_5 (BatchNor (None, 64, 64, 24) 96 conv2d_7[0][0]
__________________________________________________________________________________________________
drop_connect_1 (DropConnect) (None, 64, 64, 24) 0 batch_normalization_5[0][0]
__________________________________________________________________________________________________
add_1 (Add) (None, 64, 64, 24) 0 drop_connect_1[0][0]
batch_normalization_3[0][0]
__________________________________________________________________________________________________
conv2d_8 (Conv2D) (None, 64, 64, 144) 3456 add_1[0][0]
__________________________________________________________________________________________________
batch_normalization_6 (BatchNor (None, 64, 64, 144) 576 conv2d_8[0][0]
__________________________________________________________________________________________________
swish_6 (Swish) (None, 64, 64, 144) 0 batch_normalization_6[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_3 (DepthwiseCo (None, 32, 32, 144) 1296 swish_6[0][0]
__________________________________________________________________________________________________
batch_normalization_7 (BatchNor (None, 32, 32, 144) 576 depthwise_conv2d_3[0][0]
__________________________________________________________________________________________________
swish_7 (Swish) (None, 32, 32, 144) 0 batch_normalization_7[0][0]
__________________________________________________________________________________________________
lambda_3 (Lambda) (None, 1, 1, 144) 0 swish_7[0][0]
__________________________________________________________________________________________________
conv2d_9 (Conv2D) (None, 1, 1, 6) 870 lambda_3[0][0]
__________________________________________________________________________________________________
swish_8 (Swish) (None, 1, 1, 6) 0 conv2d_9[0][0]
__________________________________________________________________________________________________
conv2d_10 (Conv2D) (None, 1, 1, 144) 1008 swish_8[0][0]
__________________________________________________________________________________________________
activation_3 (Activation) (None, 1, 1, 144) 0 conv2d_10[0][0]
__________________________________________________________________________________________________
multiply_3 (Multiply) (None, 32, 32, 144) 0 activation_3[0][0]
swish_7[0][0]
__________________________________________________________________________________________________
conv2d_11 (Conv2D) (None, 32, 32, 32) 4608 multiply_3[0][0]
__________________________________________________________________________________________________
batch_normalization_8 (BatchNor (None, 32, 32, 32) 128 conv2d_11[0][0]
__________________________________________________________________________________________________
conv2d_12 (Conv2D) (None, 32, 32, 192) 6144 batch_normalization_8[0][0]
__________________________________________________________________________________________________
batch_normalization_9 (BatchNor (None, 32, 32, 192) 768 conv2d_12[0][0]
__________________________________________________________________________________________________
swish_9 (Swish) (None, 32, 32, 192) 0 batch_normalization_9[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_4 (DepthwiseCo (None, 32, 32, 192) 1728 swish_9[0][0]
__________________________________________________________________________________________________
batch_normalization_10 (BatchNo (None, 32, 32, 192) 768 depthwise_conv2d_4[0][0]
__________________________________________________________________________________________________
swish_10 (Swish) (None, 32, 32, 192) 0 batch_normalization_10[0][0]
__________________________________________________________________________________________________
lambda_4 (Lambda) (None, 1, 1, 192) 0 swish_10[0][0]
__________________________________________________________________________________________________
conv2d_13 (Conv2D) (None, 1, 1, 8) 1544 lambda_4[0][0]
__________________________________________________________________________________________________
swish_11 (Swish) (None, 1, 1, 8) 0 conv2d_13[0][0]
__________________________________________________________________________________________________
conv2d_14 (Conv2D) (None, 1, 1, 192) 1728 swish_11[0][0]
__________________________________________________________________________________________________
activation_4 (Activation) (None, 1, 1, 192) 0 conv2d_14[0][0]
__________________________________________________________________________________________________
multiply_4 (Multiply) (None, 32, 32, 192) 0 activation_4[0][0]
swish_10[0][0]
__________________________________________________________________________________________________
conv2d_15 (Conv2D) (None, 32, 32, 32) 6144 multiply_4[0][0]
__________________________________________________________________________________________________
batch_normalization_11 (BatchNo (None, 32, 32, 32) 128 conv2d_15[0][0]
__________________________________________________________________________________________________
drop_connect_2 (DropConnect) (None, 32, 32, 32) 0 batch_normalization_11[0][0]
__________________________________________________________________________________________________
add_2 (Add) (None, 32, 32, 32) 0 drop_connect_2[0][0]
batch_normalization_8[0][0]
__________________________________________________________________________________________________
conv2d_16 (Conv2D) (None, 32, 32, 192) 6144 add_2[0][0]
__________________________________________________________________________________________________
batch_normalization_12 (BatchNo (None, 32, 32, 192) 768 conv2d_16[0][0]
__________________________________________________________________________________________________
swish_12 (Swish) (None, 32, 32, 192) 0 batch_normalization_12[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_5 (DepthwiseCo (None, 32, 32, 192) 1728 swish_12[0][0]
__________________________________________________________________________________________________
batch_normalization_13 (BatchNo (None, 32, 32, 192) 768 depthwise_conv2d_5[0][0]
__________________________________________________________________________________________________
swish_13 (Swish) (None, 32, 32, 192) 0 batch_normalization_13[0][0]
__________________________________________________________________________________________________
lambda_5 (Lambda) (None, 1, 1, 192) 0 swish_13[0][0]
__________________________________________________________________________________________________
conv2d_17 (Conv2D) (None, 1, 1, 8) 1544 lambda_5[0][0]
__________________________________________________________________________________________________
swish_14 (Swish) (None, 1, 1, 8) 0 conv2d_17[0][0]
__________________________________________________________________________________________________
conv2d_18 (Conv2D) (None, 1, 1, 192) 1728 swish_14[0][0]
__________________________________________________________________________________________________
activation_5 (Activation) (None, 1, 1, 192) 0 conv2d_18[0][0]
__________________________________________________________________________________________________
multiply_5 (Multiply) (None, 32, 32, 192) 0 activation_5[0][0]
swish_13[0][0]
__________________________________________________________________________________________________
conv2d_19 (Conv2D) (None, 32, 32, 32) 6144 multiply_5[0][0]
__________________________________________________________________________________________________
batch_normalization_14 (BatchNo (None, 32, 32, 32) 128 conv2d_19[0][0]
__________________________________________________________________________________________________
drop_connect_3 (DropConnect) (None, 32, 32, 32) 0 batch_normalization_14[0][0]
__________________________________________________________________________________________________
add_3 (Add) (None, 32, 32, 32) 0 drop_connect_3[0][0]
add_2[0][0]
__________________________________________________________________________________________________
conv2d_20 (Conv2D) (None, 32, 32, 192) 6144 add_3[0][0]
__________________________________________________________________________________________________
batch_normalization_15 (BatchNo (None, 32, 32, 192) 768 conv2d_20[0][0]
__________________________________________________________________________________________________
swish_15 (Swish) (None, 32, 32, 192) 0 batch_normalization_15[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_6 (DepthwiseCo (None, 32, 32, 192) 1728 swish_15[0][0]
__________________________________________________________________________________________________
batch_normalization_16 (BatchNo (None, 32, 32, 192) 768 depthwise_conv2d_6[0][0]
__________________________________________________________________________________________________
swish_16 (Swish) (None, 32, 32, 192) 0 batch_normalization_16[0][0]
__________________________________________________________________________________________________
lambda_6 (Lambda) (None, 1, 1, 192) 0 swish_16[0][0]
__________________________________________________________________________________________________
conv2d_21 (Conv2D) (None, 1, 1, 8) 1544 lambda_6[0][0]
__________________________________________________________________________________________________
swish_17 (Swish) (None, 1, 1, 8) 0 conv2d_21[0][0]
__________________________________________________________________________________________________
conv2d_22 (Conv2D) (None, 1, 1, 192) 1728 swish_17[0][0]
__________________________________________________________________________________________________
activation_6 (Activation) (None, 1, 1, 192) 0 conv2d_22[0][0]
__________________________________________________________________________________________________
multiply_6 (Multiply) (None, 32, 32, 192) 0 activation_6[0][0]
swish_16[0][0]
__________________________________________________________________________________________________
conv2d_23 (Conv2D) (None, 32, 32, 32) 6144 multiply_6[0][0]
__________________________________________________________________________________________________
batch_normalization_17 (BatchNo (None, 32, 32, 32) 128 conv2d_23[0][0]
__________________________________________________________________________________________________
drop_connect_4 (DropConnect) (None, 32, 32, 32) 0 batch_normalization_17[0][0]
__________________________________________________________________________________________________
add_4 (Add) (None, 32, 32, 32) 0 drop_connect_4[0][0]
add_3[0][0]
__________________________________________________________________________________________________
conv2d_24 (Conv2D) (None, 32, 32, 192) 6144 add_4[0][0]
__________________________________________________________________________________________________
batch_normalization_18 (BatchNo (None, 32, 32, 192) 768 conv2d_24[0][0]
__________________________________________________________________________________________________
swish_18 (Swish) (None, 32, 32, 192) 0 batch_normalization_18[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_7 (DepthwiseCo (None, 16, 16, 192) 4800 swish_18[0][0]
__________________________________________________________________________________________________
batch_normalization_19 (BatchNo (None, 16, 16, 192) 768 depthwise_conv2d_7[0][0]
__________________________________________________________________________________________________
swish_19 (Swish) (None, 16, 16, 192) 0 batch_normalization_19[0][0]
__________________________________________________________________________________________________
lambda_7 (Lambda) (None, 1, 1, 192) 0 swish_19[0][0]
__________________________________________________________________________________________________
conv2d_25 (Conv2D) (None, 1, 1, 8) 1544 lambda_7[0][0]
__________________________________________________________________________________________________
swish_20 (Swish) (None, 1, 1, 8) 0 conv2d_25[0][0]
__________________________________________________________________________________________________
conv2d_26 (Conv2D) (None, 1, 1, 192) 1728 swish_20[0][0]
__________________________________________________________________________________________________
activation_7 (Activation) (None, 1, 1, 192) 0 conv2d_26[0][0]
__________________________________________________________________________________________________
multiply_7 (Multiply) (None, 16, 16, 192) 0 activation_7[0][0]
swish_19[0][0]
__________________________________________________________________________________________________
conv2d_27 (Conv2D) (None, 16, 16, 56) 10752 multiply_7[0][0]
__________________________________________________________________________________________________
batch_normalization_20 (BatchNo (None, 16, 16, 56) 224 conv2d_27[0][0]
__________________________________________________________________________________________________
conv2d_28 (Conv2D) (None, 16, 16, 336) 18816 batch_normalization_20[0][0]
__________________________________________________________________________________________________
batch_normalization_21 (BatchNo (None, 16, 16, 336) 1344 conv2d_28[0][0]
__________________________________________________________________________________________________
swish_21 (Swish) (None, 16, 16, 336) 0 batch_normalization_21[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_8 (DepthwiseCo (None, 16, 16, 336) 8400 swish_21[0][0]
__________________________________________________________________________________________________
batch_normalization_22 (BatchNo (None, 16, 16, 336) 1344 depthwise_conv2d_8[0][0]
__________________________________________________________________________________________________
swish_22 (Swish) (None, 16, 16, 336) 0 batch_normalization_22[0][0]
__________________________________________________________________________________________________
lambda_8 (Lambda) (None, 1, 1, 336) 0 swish_22[0][0]
__________________________________________________________________________________________________
conv2d_29 (Conv2D) (None, 1, 1, 14) 4718 lambda_8[0][0]
__________________________________________________________________________________________________
swish_23 (Swish) (None, 1, 1, 14) 0 conv2d_29[0][0]
__________________________________________________________________________________________________
conv2d_30 (Conv2D) (None, 1, 1, 336) 5040 swish_23[0][0]
__________________________________________________________________________________________________
activation_8 (Activation) (None, 1, 1, 336) 0 conv2d_30[0][0]
__________________________________________________________________________________________________
multiply_8 (Multiply) (None, 16, 16, 336) 0 activation_8[0][0]
swish_22[0][0]
__________________________________________________________________________________________________
conv2d_31 (Conv2D) (None, 16, 16, 56) 18816 multiply_8[0][0]
__________________________________________________________________________________________________
batch_normalization_23 (BatchNo (None, 16, 16, 56) 224 conv2d_31[0][0]
__________________________________________________________________________________________________
drop_connect_5 (DropConnect) (None, 16, 16, 56) 0 batch_normalization_23[0][0]
__________________________________________________________________________________________________
add_5 (Add) (None, 16, 16, 56) 0 drop_connect_5[0][0]
batch_normalization_20[0][0]
__________________________________________________________________________________________________
conv2d_32 (Conv2D) (None, 16, 16, 336) 18816 add_5[0][0]
__________________________________________________________________________________________________
batch_normalization_24 (BatchNo (None, 16, 16, 336) 1344 conv2d_32[0][0]
__________________________________________________________________________________________________
swish_24 (Swish) (None, 16, 16, 336) 0 batch_normalization_24[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_9 (DepthwiseCo (None, 16, 16, 336) 8400 swish_24[0][0]
__________________________________________________________________________________________________
batch_normalization_25 (BatchNo (None, 16, 16, 336) 1344 depthwise_conv2d_9[0][0]
__________________________________________________________________________________________________
swish_25 (Swish) (None, 16, 16, 336) 0 batch_normalization_25[0][0]
__________________________________________________________________________________________________
lambda_9 (Lambda) (None, 1, 1, 336) 0 swish_25[0][0]
__________________________________________________________________________________________________
conv2d_33 (Conv2D) (None, 1, 1, 14) 4718 lambda_9[0][0]
__________________________________________________________________________________________________
swish_26 (Swish) (None, 1, 1, 14) 0 conv2d_33[0][0]
__________________________________________________________________________________________________
conv2d_34 (Conv2D) (None, 1, 1, 336) 5040 swish_26[0][0]
__________________________________________________________________________________________________
activation_9 (Activation) (None, 1, 1, 336) 0 conv2d_34[0][0]
__________________________________________________________________________________________________
multiply_9 (Multiply) (None, 16, 16, 336) 0 activation_9[0][0]
swish_25[0][0]
__________________________________________________________________________________________________
conv2d_35 (Conv2D) (None, 16, 16, 56) 18816 multiply_9[0][0]
__________________________________________________________________________________________________
batch_normalization_26 (BatchNo (None, 16, 16, 56) 224 conv2d_35[0][0]
__________________________________________________________________________________________________
drop_connect_6 (DropConnect) (None, 16, 16, 56) 0 batch_normalization_26[0][0]
__________________________________________________________________________________________________
add_6 (Add) (None, 16, 16, 56) 0 drop_connect_6[0][0]
add_5[0][0]
__________________________________________________________________________________________________
conv2d_36 (Conv2D) (None, 16, 16, 336) 18816 add_6[0][0]
__________________________________________________________________________________________________
batch_normalization_27 (BatchNo (None, 16, 16, 336) 1344 conv2d_36[0][0]
__________________________________________________________________________________________________
swish_27 (Swish) (None, 16, 16, 336) 0 batch_normalization_27[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_10 (DepthwiseC (None, 16, 16, 336) 8400 swish_27[0][0]
__________________________________________________________________________________________________
batch_normalization_28 (BatchNo (None, 16, 16, 336) 1344 depthwise_conv2d_10[0][0]
__________________________________________________________________________________________________
swish_28 (Swish) (None, 16, 16, 336) 0 batch_normalization_28[0][0]
__________________________________________________________________________________________________
lambda_10 (Lambda) (None, 1, 1, 336) 0 swish_28[0][0]
__________________________________________________________________________________________________
conv2d_37 (Conv2D) (None, 1, 1, 14) 4718 lambda_10[0][0]
__________________________________________________________________________________________________
swish_29 (Swish) (None, 1, 1, 14) 0 conv2d_37[0][0]
__________________________________________________________________________________________________
conv2d_38 (Conv2D) (None, 1, 1, 336) 5040 swish_29[0][0]
__________________________________________________________________________________________________
activation_10 (Activation) (None, 1, 1, 336) 0 conv2d_38[0][0]
__________________________________________________________________________________________________
multiply_10 (Multiply) (None, 16, 16, 336) 0 activation_10[0][0]
swish_28[0][0]
__________________________________________________________________________________________________
conv2d_39 (Conv2D) (None, 16, 16, 56) 18816 multiply_10[0][0]
__________________________________________________________________________________________________
batch_normalization_29 (BatchNo (None, 16, 16, 56) 224 conv2d_39[0][0]
__________________________________________________________________________________________________
drop_connect_7 (DropConnect) (None, 16, 16, 56) 0 batch_normalization_29[0][0]
__________________________________________________________________________________________________
add_7 (Add) (None, 16, 16, 56) 0 drop_connect_7[0][0]
add_6[0][0]
__________________________________________________________________________________________________
conv2d_40 (Conv2D) (None, 16, 16, 336) 18816 add_7[0][0]
__________________________________________________________________________________________________
batch_normalization_30 (BatchNo (None, 16, 16, 336) 1344 conv2d_40[0][0]
__________________________________________________________________________________________________
swish_30 (Swish) (None, 16, 16, 336) 0 batch_normalization_30[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_11 (DepthwiseC (None, 8, 8, 336) 3024 swish_30[0][0]
__________________________________________________________________________________________________
batch_normalization_31 (BatchNo (None, 8, 8, 336) 1344 depthwise_conv2d_11[0][0]
__________________________________________________________________________________________________
swish_31 (Swish) (None, 8, 8, 336) 0 batch_normalization_31[0][0]
__________________________________________________________________________________________________
lambda_11 (Lambda) (None, 1, 1, 336) 0 swish_31[0][0]
__________________________________________________________________________________________________
conv2d_41 (Conv2D) (None, 1, 1, 14) 4718 lambda_11[0][0]
__________________________________________________________________________________________________
swish_32 (Swish) (None, 1, 1, 14) 0 conv2d_41[0][0]
__________________________________________________________________________________________________
conv2d_42 (Conv2D) (None, 1, 1, 336) 5040 swish_32[0][0]
__________________________________________________________________________________________________
activation_11 (Activation) (None, 1, 1, 336) 0 conv2d_42[0][0]
__________________________________________________________________________________________________
multiply_11 (Multiply) (None, 8, 8, 336) 0 activation_11[0][0]
swish_31[0][0]
__________________________________________________________________________________________________
conv2d_43 (Conv2D) (None, 8, 8, 112) 37632 multiply_11[0][0]
__________________________________________________________________________________________________
batch_normalization_32 (BatchNo (None, 8, 8, 112) 448 conv2d_43[0][0]
__________________________________________________________________________________________________
conv2d_44 (Conv2D) (None, 8, 8, 672) 75264 batch_normalization_32[0][0]
__________________________________________________________________________________________________
batch_normalization_33 (BatchNo (None, 8, 8, 672) 2688 conv2d_44[0][0]
__________________________________________________________________________________________________
swish_33 (Swish) (None, 8, 8, 672) 0 batch_normalization_33[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_12 (DepthwiseC (None, 8, 8, 672) 6048 swish_33[0][0]
__________________________________________________________________________________________________
batch_normalization_34 (BatchNo (None, 8, 8, 672) 2688 depthwise_conv2d_12[0][0]
__________________________________________________________________________________________________
swish_34 (Swish) (None, 8, 8, 672) 0 batch_normalization_34[0][0]
__________________________________________________________________________________________________
lambda_12 (Lambda) (None, 1, 1, 672) 0 swish_34[0][0]
__________________________________________________________________________________________________
conv2d_45 (Conv2D) (None, 1, 1, 28) 18844 lambda_12[0][0]
__________________________________________________________________________________________________
swish_35 (Swish) (None, 1, 1, 28) 0 conv2d_45[0][0]
__________________________________________________________________________________________________
conv2d_46 (Conv2D) (None, 1, 1, 672) 19488 swish_35[0][0]
__________________________________________________________________________________________________
activation_12 (Activation) (None, 1, 1, 672) 0 conv2d_46[0][0]
__________________________________________________________________________________________________
multiply_12 (Multiply) (None, 8, 8, 672) 0 activation_12[0][0]
swish_34[0][0]
__________________________________________________________________________________________________
conv2d_47 (Conv2D) (None, 8, 8, 112) 75264 multiply_12[0][0]
__________________________________________________________________________________________________
batch_normalization_35 (BatchNo (None, 8, 8, 112) 448 conv2d_47[0][0]
__________________________________________________________________________________________________
drop_connect_8 (DropConnect) (None, 8, 8, 112) 0 batch_normalization_35[0][0]
__________________________________________________________________________________________________
add_8 (Add) (None, 8, 8, 112) 0 drop_connect_8[0][0]
batch_normalization_32[0][0]
__________________________________________________________________________________________________
conv2d_48 (Conv2D) (None, 8, 8, 672) 75264 add_8[0][0]
__________________________________________________________________________________________________
batch_normalization_36 (BatchNo (None, 8, 8, 672) 2688 conv2d_48[0][0]
__________________________________________________________________________________________________
swish_36 (Swish) (None, 8, 8, 672) 0 batch_normalization_36[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_13 (DepthwiseC (None, 8, 8, 672) 6048 swish_36[0][0]
__________________________________________________________________________________________________
batch_normalization_37 (BatchNo (None, 8, 8, 672) 2688 depthwise_conv2d_13[0][0]
__________________________________________________________________________________________________
swish_37 (Swish) (None, 8, 8, 672) 0 batch_normalization_37[0][0]
__________________________________________________________________________________________________
lambda_13 (Lambda) (None, 1, 1, 672) 0 swish_37[0][0]
__________________________________________________________________________________________________
conv2d_49 (Conv2D) (None, 1, 1, 28) 18844 lambda_13[0][0]
__________________________________________________________________________________________________
swish_38 (Swish) (None, 1, 1, 28) 0 conv2d_49[0][0]
__________________________________________________________________________________________________
conv2d_50 (Conv2D) (None, 1, 1, 672) 19488 swish_38[0][0]
__________________________________________________________________________________________________
activation_13 (Activation) (None, 1, 1, 672) 0 conv2d_50[0][0]
__________________________________________________________________________________________________
multiply_13 (Multiply) (None, 8, 8, 672) 0 activation_13[0][0]
swish_37[0][0]
__________________________________________________________________________________________________
conv2d_51 (Conv2D) (None, 8, 8, 112) 75264 multiply_13[0][0]
__________________________________________________________________________________________________
batch_normalization_38 (BatchNo (None, 8, 8, 112) 448 conv2d_51[0][0]
__________________________________________________________________________________________________
drop_connect_9 (DropConnect) (None, 8, 8, 112) 0 batch_normalization_38[0][0]
__________________________________________________________________________________________________
add_9 (Add) (None, 8, 8, 112) 0 drop_connect_9[0][0]
add_8[0][0]
__________________________________________________________________________________________________
conv2d_52 (Conv2D) (None, 8, 8, 672) 75264 add_9[0][0]
__________________________________________________________________________________________________
batch_normalization_39 (BatchNo (None, 8, 8, 672) 2688 conv2d_52[0][0]
__________________________________________________________________________________________________
swish_39 (Swish) (None, 8, 8, 672) 0 batch_normalization_39[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_14 (DepthwiseC (None, 8, 8, 672) 6048 swish_39[0][0]
__________________________________________________________________________________________________
batch_normalization_40 (BatchNo (None, 8, 8, 672) 2688 depthwise_conv2d_14[0][0]
__________________________________________________________________________________________________
swish_40 (Swish) (None, 8, 8, 672) 0 batch_normalization_40[0][0]
__________________________________________________________________________________________________
lambda_14 (Lambda) (None, 1, 1, 672) 0 swish_40[0][0]
__________________________________________________________________________________________________
conv2d_53 (Conv2D) (None, 1, 1, 28) 18844 lambda_14[0][0]
__________________________________________________________________________________________________
swish_41 (Swish) (None, 1, 1, 28) 0 conv2d_53[0][0]
__________________________________________________________________________________________________
conv2d_54 (Conv2D) (None, 1, 1, 672) 19488 swish_41[0][0]
__________________________________________________________________________________________________
activation_14 (Activation) (None, 1, 1, 672) 0 conv2d_54[0][0]
__________________________________________________________________________________________________
multiply_14 (Multiply) (None, 8, 8, 672) 0 activation_14[0][0]
swish_40[0][0]
__________________________________________________________________________________________________
conv2d_55 (Conv2D) (None, 8, 8, 112) 75264 multiply_14[0][0]
__________________________________________________________________________________________________
batch_normalization_41 (BatchNo (None, 8, 8, 112) 448 conv2d_55[0][0]
__________________________________________________________________________________________________
drop_connect_10 (DropConnect) (None, 8, 8, 112) 0 batch_normalization_41[0][0]
__________________________________________________________________________________________________
add_10 (Add) (None, 8, 8, 112) 0 drop_connect_10[0][0]
add_9[0][0]
__________________________________________________________________________________________________
conv2d_56 (Conv2D) (None, 8, 8, 672) 75264 add_10[0][0]
__________________________________________________________________________________________________
batch_normalization_42 (BatchNo (None, 8, 8, 672) 2688 conv2d_56[0][0]
__________________________________________________________________________________________________
swish_42 (Swish) (None, 8, 8, 672) 0 batch_normalization_42[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_15 (DepthwiseC (None, 8, 8, 672) 6048 swish_42[0][0]
__________________________________________________________________________________________________
batch_normalization_43 (BatchNo (None, 8, 8, 672) 2688 depthwise_conv2d_15[0][0]
__________________________________________________________________________________________________
swish_43 (Swish) (None, 8, 8, 672) 0 batch_normalization_43[0][0]
__________________________________________________________________________________________________
lambda_15 (Lambda) (None, 1, 1, 672) 0 swish_43[0][0]
__________________________________________________________________________________________________
conv2d_57 (Conv2D) (None, 1, 1, 28) 18844 lambda_15[0][0]
__________________________________________________________________________________________________
swish_44 (Swish) (None, 1, 1, 28) 0 conv2d_57[0][0]
__________________________________________________________________________________________________
conv2d_58 (Conv2D) (None, 1, 1, 672) 19488 swish_44[0][0]
__________________________________________________________________________________________________
activation_15 (Activation) (None, 1, 1, 672) 0 conv2d_58[0][0]
__________________________________________________________________________________________________
multiply_15 (Multiply) (None, 8, 8, 672) 0 activation_15[0][0]
swish_43[0][0]
__________________________________________________________________________________________________
conv2d_59 (Conv2D) (None, 8, 8, 112) 75264 multiply_15[0][0]
__________________________________________________________________________________________________
batch_normalization_44 (BatchNo (None, 8, 8, 112) 448 conv2d_59[0][0]
__________________________________________________________________________________________________
drop_connect_11 (DropConnect) (None, 8, 8, 112) 0 batch_normalization_44[0][0]
__________________________________________________________________________________________________
add_11 (Add) (None, 8, 8, 112) 0 drop_connect_11[0][0]
add_10[0][0]
__________________________________________________________________________________________________
conv2d_60 (Conv2D) (None, 8, 8, 672) 75264 add_11[0][0]
__________________________________________________________________________________________________
batch_normalization_45 (BatchNo (None, 8, 8, 672) 2688 conv2d_60[0][0]
__________________________________________________________________________________________________
swish_45 (Swish) (None, 8, 8, 672) 0 batch_normalization_45[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_16 (DepthwiseC (None, 8, 8, 672) 6048 swish_45[0][0]
__________________________________________________________________________________________________
batch_normalization_46 (BatchNo (None, 8, 8, 672) 2688 depthwise_conv2d_16[0][0]
__________________________________________________________________________________________________
swish_46 (Swish) (None, 8, 8, 672) 0 batch_normalization_46[0][0]
__________________________________________________________________________________________________
lambda_16 (Lambda) (None, 1, 1, 672) 0 swish_46[0][0]
__________________________________________________________________________________________________
conv2d_61 (Conv2D) (None, 1, 1, 28) 18844 lambda_16[0][0]
__________________________________________________________________________________________________
swish_47 (Swish) (None, 1, 1, 28) 0 conv2d_61[0][0]
__________________________________________________________________________________________________
conv2d_62 (Conv2D) (None, 1, 1, 672) 19488 swish_47[0][0]
__________________________________________________________________________________________________
activation_16 (Activation) (None, 1, 1, 672) 0 conv2d_62[0][0]
__________________________________________________________________________________________________
multiply_16 (Multiply) (None, 8, 8, 672) 0 activation_16[0][0]
swish_46[0][0]
__________________________________________________________________________________________________
conv2d_63 (Conv2D) (None, 8, 8, 112) 75264 multiply_16[0][0]
__________________________________________________________________________________________________
batch_normalization_47 (BatchNo (None, 8, 8, 112) 448 conv2d_63[0][0]
__________________________________________________________________________________________________
drop_connect_12 (DropConnect) (None, 8, 8, 112) 0 batch_normalization_47[0][0]
__________________________________________________________________________________________________
add_12 (Add) (None, 8, 8, 112) 0 drop_connect_12[0][0]
add_11[0][0]
__________________________________________________________________________________________________
conv2d_64 (Conv2D) (None, 8, 8, 672) 75264 add_12[0][0]
__________________________________________________________________________________________________
batch_normalization_48 (BatchNo (None, 8, 8, 672) 2688 conv2d_64[0][0]
__________________________________________________________________________________________________
swish_48 (Swish) (None, 8, 8, 672) 0 batch_normalization_48[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_17 (DepthwiseC (None, 8, 8, 672) 16800 swish_48[0][0]
__________________________________________________________________________________________________
batch_normalization_49 (BatchNo (None, 8, 8, 672) 2688 depthwise_conv2d_17[0][0]
__________________________________________________________________________________________________
swish_49 (Swish) (None, 8, 8, 672) 0 batch_normalization_49[0][0]
__________________________________________________________________________________________________
lambda_17 (Lambda) (None, 1, 1, 672) 0 swish_49[0][0]
__________________________________________________________________________________________________
conv2d_65 (Conv2D) (None, 1, 1, 28) 18844 lambda_17[0][0]
__________________________________________________________________________________________________
swish_50 (Swish) (None, 1, 1, 28) 0 conv2d_65[0][0]
__________________________________________________________________________________________________
conv2d_66 (Conv2D) (None, 1, 1, 672) 19488 swish_50[0][0]
__________________________________________________________________________________________________
activation_17 (Activation) (None, 1, 1, 672) 0 conv2d_66[0][0]
__________________________________________________________________________________________________
multiply_17 (Multiply) (None, 8, 8, 672) 0 activation_17[0][0]
swish_49[0][0]
__________________________________________________________________________________________________
conv2d_67 (Conv2D) (None, 8, 8, 160) 107520 multiply_17[0][0]
__________________________________________________________________________________________________
batch_normalization_50 (BatchNo (None, 8, 8, 160) 640 conv2d_67[0][0]
__________________________________________________________________________________________________
conv2d_68 (Conv2D) (None, 8, 8, 960) 153600 batch_normalization_50[0][0]
__________________________________________________________________________________________________
batch_normalization_51 (BatchNo (None, 8, 8, 960) 3840 conv2d_68[0][0]
__________________________________________________________________________________________________
swish_51 (Swish) (None, 8, 8, 960) 0 batch_normalization_51[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_18 (DepthwiseC (None, 8, 8, 960) 24000 swish_51[0][0]
__________________________________________________________________________________________________
batch_normalization_52 (BatchNo (None, 8, 8, 960) 3840 depthwise_conv2d_18[0][0]
__________________________________________________________________________________________________
swish_52 (Swish) (None, 8, 8, 960) 0 batch_normalization_52[0][0]
__________________________________________________________________________________________________
lambda_18 (Lambda) (None, 1, 1, 960) 0 swish_52[0][0]
__________________________________________________________________________________________________
conv2d_69 (Conv2D) (None, 1, 1, 40) 38440 lambda_18[0][0]
__________________________________________________________________________________________________
swish_53 (Swish) (None, 1, 1, 40) 0 conv2d_69[0][0]
__________________________________________________________________________________________________
conv2d_70 (Conv2D) (None, 1, 1, 960) 39360 swish_53[0][0]
__________________________________________________________________________________________________
activation_18 (Activation) (None, 1, 1, 960) 0 conv2d_70[0][0]
__________________________________________________________________________________________________
multiply_18 (Multiply) (None, 8, 8, 960) 0 activation_18[0][0]
swish_52[0][0]
__________________________________________________________________________________________________
conv2d_71 (Conv2D) (None, 8, 8, 160) 153600 multiply_18[0][0]
__________________________________________________________________________________________________
batch_normalization_53 (BatchNo (None, 8, 8, 160) 640 conv2d_71[0][0]
__________________________________________________________________________________________________
drop_connect_13 (DropConnect) (None, 8, 8, 160) 0 batch_normalization_53[0][0]
__________________________________________________________________________________________________
add_13 (Add) (None, 8, 8, 160) 0 drop_connect_13[0][0]
batch_normalization_50[0][0]
__________________________________________________________________________________________________
conv2d_72 (Conv2D) (None, 8, 8, 960) 153600 add_13[0][0]
__________________________________________________________________________________________________
batch_normalization_54 (BatchNo (None, 8, 8, 960) 3840 conv2d_72[0][0]
__________________________________________________________________________________________________
swish_54 (Swish) (None, 8, 8, 960) 0 batch_normalization_54[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_19 (DepthwiseC (None, 8, 8, 960) 24000 swish_54[0][0]
__________________________________________________________________________________________________
batch_normalization_55 (BatchNo (None, 8, 8, 960) 3840 depthwise_conv2d_19[0][0]
__________________________________________________________________________________________________
swish_55 (Swish) (None, 8, 8, 960) 0 batch_normalization_55[0][0]
__________________________________________________________________________________________________
lambda_19 (Lambda) (None, 1, 1, 960) 0 swish_55[0][0]
__________________________________________________________________________________________________
conv2d_73 (Conv2D) (None, 1, 1, 40) 38440 lambda_19[0][0]
__________________________________________________________________________________________________
swish_56 (Swish) (None, 1, 1, 40) 0 conv2d_73[0][0]
__________________________________________________________________________________________________
conv2d_74 (Conv2D) (None, 1, 1, 960) 39360 swish_56[0][0]
__________________________________________________________________________________________________
activation_19 (Activation) (None, 1, 1, 960) 0 conv2d_74[0][0]
__________________________________________________________________________________________________
multiply_19 (Multiply) (None, 8, 8, 960) 0 activation_19[0][0]
swish_55[0][0]
__________________________________________________________________________________________________
conv2d_75 (Conv2D) (None, 8, 8, 160) 153600 multiply_19[0][0]
__________________________________________________________________________________________________
batch_normalization_56 (BatchNo (None, 8, 8, 160) 640 conv2d_75[0][0]
__________________________________________________________________________________________________
drop_connect_14 (DropConnect) (None, 8, 8, 160) 0 batch_normalization_56[0][0]
__________________________________________________________________________________________________
add_14 (Add) (None, 8, 8, 160) 0 drop_connect_14[0][0]
add_13[0][0]
__________________________________________________________________________________________________
conv2d_76 (Conv2D) (None, 8, 8, 960) 153600 add_14[0][0]
__________________________________________________________________________________________________
batch_normalization_57 (BatchNo (None, 8, 8, 960) 3840 conv2d_76[0][0]
__________________________________________________________________________________________________
swish_57 (Swish) (None, 8, 8, 960) 0 batch_normalization_57[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_20 (DepthwiseC (None, 8, 8, 960) 24000 swish_57[0][0]
__________________________________________________________________________________________________
batch_normalization_58 (BatchNo (None, 8, 8, 960) 3840 depthwise_conv2d_20[0][0]
__________________________________________________________________________________________________
swish_58 (Swish) (None, 8, 8, 960) 0 batch_normalization_58[0][0]
__________________________________________________________________________________________________
lambda_20 (Lambda) (None, 1, 1, 960) 0 swish_58[0][0]
__________________________________________________________________________________________________
conv2d_77 (Conv2D) (None, 1, 1, 40) 38440 lambda_20[0][0]
__________________________________________________________________________________________________
swish_59 (Swish) (None, 1, 1, 40) 0 conv2d_77[0][0]
__________________________________________________________________________________________________
conv2d_78 (Conv2D) (None, 1, 1, 960) 39360 swish_59[0][0]
__________________________________________________________________________________________________
activation_20 (Activation) (None, 1, 1, 960) 0 conv2d_78[0][0]
__________________________________________________________________________________________________
multiply_20 (Multiply) (None, 8, 8, 960) 0 activation_20[0][0]
swish_58[0][0]
__________________________________________________________________________________________________
conv2d_79 (Conv2D) (None, 8, 8, 160) 153600 multiply_20[0][0]
__________________________________________________________________________________________________
batch_normalization_59 (BatchNo (None, 8, 8, 160) 640 conv2d_79[0][0]
__________________________________________________________________________________________________
drop_connect_15 (DropConnect) (None, 8, 8, 160) 0 batch_normalization_59[0][0]
__________________________________________________________________________________________________
add_15 (Add) (None, 8, 8, 160) 0 drop_connect_15[0][0]
add_14[0][0]
__________________________________________________________________________________________________
conv2d_80 (Conv2D) (None, 8, 8, 960) 153600 add_15[0][0]
__________________________________________________________________________________________________
batch_normalization_60 (BatchNo (None, 8, 8, 960) 3840 conv2d_80[0][0]
__________________________________________________________________________________________________
swish_60 (Swish) (None, 8, 8, 960) 0 batch_normalization_60[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_21 (DepthwiseC (None, 8, 8, 960) 24000 swish_60[0][0]
__________________________________________________________________________________________________
batch_normalization_61 (BatchNo (None, 8, 8, 960) 3840 depthwise_conv2d_21[0][0]
__________________________________________________________________________________________________
swish_61 (Swish) (None, 8, 8, 960) 0 batch_normalization_61[0][0]
__________________________________________________________________________________________________
lambda_21 (Lambda) (None, 1, 1, 960) 0 swish_61[0][0]
__________________________________________________________________________________________________
conv2d_81 (Conv2D) (None, 1, 1, 40) 38440 lambda_21[0][0]
__________________________________________________________________________________________________
swish_62 (Swish) (None, 1, 1, 40) 0 conv2d_81[0][0]
__________________________________________________________________________________________________
conv2d_82 (Conv2D) (None, 1, 1, 960) 39360 swish_62[0][0]
__________________________________________________________________________________________________
activation_21 (Activation) (None, 1, 1, 960) 0 conv2d_82[0][0]
__________________________________________________________________________________________________
multiply_21 (Multiply) (None, 8, 8, 960) 0 activation_21[0][0]
swish_61[0][0]
__________________________________________________________________________________________________
conv2d_83 (Conv2D) (None, 8, 8, 160) 153600 multiply_21[0][0]
__________________________________________________________________________________________________
batch_normalization_62 (BatchNo (None, 8, 8, 160) 640 conv2d_83[0][0]
__________________________________________________________________________________________________
drop_connect_16 (DropConnect) (None, 8, 8, 160) 0 batch_normalization_62[0][0]
__________________________________________________________________________________________________
add_16 (Add) (None, 8, 8, 160) 0 drop_connect_16[0][0]
add_15[0][0]
__________________________________________________________________________________________________
conv2d_84 (Conv2D) (None, 8, 8, 960) 153600 add_16[0][0]
__________________________________________________________________________________________________
batch_normalization_63 (BatchNo (None, 8, 8, 960) 3840 conv2d_84[0][0]
__________________________________________________________________________________________________
swish_63 (Swish) (None, 8, 8, 960) 0 batch_normalization_63[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_22 (DepthwiseC (None, 8, 8, 960) 24000 swish_63[0][0]
__________________________________________________________________________________________________
batch_normalization_64 (BatchNo (None, 8, 8, 960) 3840 depthwise_conv2d_22[0][0]
__________________________________________________________________________________________________
swish_64 (Swish) (None, 8, 8, 960) 0 batch_normalization_64[0][0]
__________________________________________________________________________________________________
lambda_22 (Lambda) (None, 1, 1, 960) 0 swish_64[0][0]
__________________________________________________________________________________________________
conv2d_85 (Conv2D) (None, 1, 1, 40) 38440 lambda_22[0][0]
__________________________________________________________________________________________________
swish_65 (Swish) (None, 1, 1, 40) 0 conv2d_85[0][0]
__________________________________________________________________________________________________
conv2d_86 (Conv2D) (None, 1, 1, 960) 39360 swish_65[0][0]
__________________________________________________________________________________________________
activation_22 (Activation) (None, 1, 1, 960) 0 conv2d_86[0][0]
__________________________________________________________________________________________________
multiply_22 (Multiply) (None, 8, 8, 960) 0 activation_22[0][0]
swish_64[0][0]
__________________________________________________________________________________________________
conv2d_87 (Conv2D) (None, 8, 8, 160) 153600 multiply_22[0][0]
__________________________________________________________________________________________________
batch_normalization_65 (BatchNo (None, 8, 8, 160) 640 conv2d_87[0][0]
__________________________________________________________________________________________________
drop_connect_17 (DropConnect) (None, 8, 8, 160) 0 batch_normalization_65[0][0]
__________________________________________________________________________________________________
add_17 (Add) (None, 8, 8, 160) 0 drop_connect_17[0][0]
add_16[0][0]
__________________________________________________________________________________________________
conv2d_88 (Conv2D) (None, 8, 8, 960) 153600 add_17[0][0]
__________________________________________________________________________________________________
batch_normalization_66 (BatchNo (None, 8, 8, 960) 3840 conv2d_88[0][0]
__________________________________________________________________________________________________
swish_66 (Swish) (None, 8, 8, 960) 0 batch_normalization_66[0][0]
__________________________________________________________________________________________________
leaky_re_lu_5 (LeakyReLU) (None, 8, 8, 960) 0 swish_66[0][0]
__________________________________________________________________________________________________
max_pooling2d_2 (MaxPooling2D) (None, 4, 4, 960) 0 leaky_re_lu_5[0][0]
__________________________________________________________________________________________________
dropout_1 (Dropout) (None, 4, 4, 960) 0 max_pooling2d_2[0][0]
__________________________________________________________________________________________________
conv_middle (Conv2D) (None, 4, 4, 256) 2212096 dropout_1[0][0]
__________________________________________________________________________________________________
leaky_re_lu_6 (LeakyReLU) (None, 4, 4, 256) 0 conv_middle[0][0]
__________________________________________________________________________________________________
batch_normalization_97 (BatchNo (None, 4, 4, 256) 1024 leaky_re_lu_6[0][0]
__________________________________________________________________________________________________
conv2d_129 (Conv2D) (None, 4, 4, 256) 590080 batch_normalization_97[0][0]
__________________________________________________________________________________________________
batch_normalization_99 (BatchNo (None, 4, 4, 256) 1024 conv2d_129[0][0]
__________________________________________________________________________________________________
leaky_re_lu_7 (LeakyReLU) (None, 4, 4, 256) 0 batch_normalization_99[0][0]
__________________________________________________________________________________________________
conv2d_130 (Conv2D) (None, 4, 4, 256) 590080 leaky_re_lu_7[0][0]
__________________________________________________________________________________________________
batch_normalization_100 (BatchN (None, 4, 4, 256) 1024 conv2d_130[0][0]
__________________________________________________________________________________________________
batch_normalization_98 (BatchNo (None, 4, 4, 256) 1024 conv_middle[0][0]
__________________________________________________________________________________________________
add_26 (Add) (None, 4, 4, 256) 0 batch_normalization_100[0][0]
batch_normalization_98[0][0]
__________________________________________________________________________________________________
leaky_re_lu_8 (LeakyReLU) (None, 4, 4, 256) 0 add_26[0][0]
__________________________________________________________________________________________________
batch_normalization_101 (BatchN (None, 4, 4, 256) 1024 leaky_re_lu_8[0][0]
__________________________________________________________________________________________________
conv2d_131 (Conv2D) (None, 4, 4, 256) 590080 batch_normalization_101[0][0]
__________________________________________________________________________________________________
batch_normalization_103 (BatchN (None, 4, 4, 256) 1024 conv2d_131[0][0]
__________________________________________________________________________________________________
leaky_re_lu_9 (LeakyReLU) (None, 4, 4, 256) 0 batch_normalization_103[0][0]
__________________________________________________________________________________________________
conv2d_132 (Conv2D) (None, 4, 4, 256) 590080 leaky_re_lu_9[0][0]
__________________________________________________________________________________________________
batch_normalization_104 (BatchN (None, 4, 4, 256) 1024 conv2d_132[0][0]
__________________________________________________________________________________________________
batch_normalization_102 (BatchN (None, 4, 4, 256) 1024 add_26[0][0]
__________________________________________________________________________________________________
add_27 (Add) (None, 4, 4, 256) 0 batch_normalization_104[0][0]
batch_normalization_102[0][0]
__________________________________________________________________________________________________
leaky_re_lu_10 (LeakyReLU) (None, 4, 4, 256) 0 add_27[0][0]
__________________________________________________________________________________________________
conv2d_transpose_1 (Conv2DTrans (None, 8, 8, 128) 295040 leaky_re_lu_10[0][0]
__________________________________________________________________________________________________
concatenate_1 (Concatenate) (None, 8, 8, 1088) 0 conv2d_transpose_1[0][0]
leaky_re_lu_5[0][0]
__________________________________________________________________________________________________
dropout_2 (Dropout) (None, 8, 8, 1088) 0 concatenate_1[0][0]
__________________________________________________________________________________________________
conv2d_133 (Conv2D) (None, 8, 8, 128) 1253504 dropout_2[0][0]
__________________________________________________________________________________________________
leaky_re_lu_11 (LeakyReLU) (None, 8, 8, 128) 0 conv2d_133[0][0]
__________________________________________________________________________________________________
batch_normalization_105 (BatchN (None, 8, 8, 128) 512 leaky_re_lu_11[0][0]
__________________________________________________________________________________________________
conv2d_134 (Conv2D) (None, 8, 8, 128) 147584 batch_normalization_105[0][0]
__________________________________________________________________________________________________
batch_normalization_107 (BatchN (None, 8, 8, 128) 512 conv2d_134[0][0]
__________________________________________________________________________________________________
leaky_re_lu_12 (LeakyReLU) (None, 8, 8, 128) 0 batch_normalization_107[0][0]
__________________________________________________________________________________________________
conv2d_135 (Conv2D) (None, 8, 8, 128) 147584 leaky_re_lu_12[0][0]
__________________________________________________________________________________________________
batch_normalization_108 (BatchN (None, 8, 8, 128) 512 conv2d_135[0][0]
__________________________________________________________________________________________________
batch_normalization_106 (BatchN (None, 8, 8, 128) 512 conv2d_133[0][0]
__________________________________________________________________________________________________
add_28 (Add) (None, 8, 8, 128) 0 batch_normalization_108[0][0]
batch_normalization_106[0][0]
__________________________________________________________________________________________________
leaky_re_lu_13 (LeakyReLU) (None, 8, 8, 128) 0 add_28[0][0]
__________________________________________________________________________________________________
conv2d_transpose_5 (Conv2DTrans (None, 16, 16, 64) 73792 leaky_re_lu_13[0][0]
__________________________________________________________________________________________________
conv2d_transpose_2 (Conv2DTrans (None, 16, 16, 128) 147584 conv2d_transpose_1[0][0]
__________________________________________________________________________________________________
concatenate_2 (Concatenate) (None, 16, 16, 528) 0 conv2d_transpose_5[0][0]
conv2d_transpose_2[0][0]
swish_30[0][0]
__________________________________________________________________________________________________
dropout_3 (Dropout) (None, 16, 16, 528) 0 concatenate_2[0][0]
__________________________________________________________________________________________________
conv2d_136 (Conv2D) (None, 16, 16, 64) 304192 dropout_3[0][0]
__________________________________________________________________________________________________
leaky_re_lu_14 (LeakyReLU) (None, 16, 16, 64) 0 conv2d_136[0][0]
__________________________________________________________________________________________________
batch_normalization_109 (BatchN (None, 16, 16, 64) 256 leaky_re_lu_14[0][0]
__________________________________________________________________________________________________
conv2d_137 (Conv2D) (None, 16, 16, 64) 36928 batch_normalization_109[0][0]
__________________________________________________________________________________________________
batch_normalization_111 (BatchN (None, 16, 16, 64) 256 conv2d_137[0][0]
__________________________________________________________________________________________________
leaky_re_lu_15 (LeakyReLU) (None, 16, 16, 64) 0 batch_normalization_111[0][0]
__________________________________________________________________________________________________
conv2d_138 (Conv2D) (None, 16, 16, 64) 36928 leaky_re_lu_15[0][0]
__________________________________________________________________________________________________
batch_normalization_112 (BatchN (None, 16, 16, 64) 256 conv2d_138[0][0]
__________________________________________________________________________________________________
batch_normalization_110 (BatchN (None, 16, 16, 64) 256 conv2d_136[0][0]
__________________________________________________________________________________________________
add_29 (Add) (None, 16, 16, 64) 0 batch_normalization_112[0][0]
batch_normalization_110[0][0]
__________________________________________________________________________________________________
leaky_re_lu_16 (LeakyReLU) (None, 16, 16, 64) 0 add_29[0][0]
__________________________________________________________________________________________________
conv2d_transpose_8 (Conv2DTrans (None, 32, 32, 32) 18464 leaky_re_lu_16[0][0]
__________________________________________________________________________________________________
conv2d_transpose_6 (Conv2DTrans (None, 32, 32, 64) 36928 conv2d_transpose_5[0][0]
__________________________________________________________________________________________________
conv2d_transpose_3 (Conv2DTrans (None, 32, 32, 128) 147584 conv2d_transpose_2[0][0]
__________________________________________________________________________________________________
concatenate_3 (Concatenate) (None, 32, 32, 416) 0 conv2d_transpose_8[0][0]
conv2d_transpose_6[0][0]
conv2d_transpose_3[0][0]
swish_18[0][0]
__________________________________________________________________________________________________
dropout_4 (Dropout) (None, 32, 32, 416) 0 concatenate_3[0][0]
__________________________________________________________________________________________________
conv2d_139 (Conv2D) (None, 32, 32, 32) 119840 dropout_4[0][0]
__________________________________________________________________________________________________
leaky_re_lu_17 (LeakyReLU) (None, 32, 32, 32) 0 conv2d_139[0][0]
__________________________________________________________________________________________________
batch_normalization_113 (BatchN (None, 32, 32, 32) 128 leaky_re_lu_17[0][0]
__________________________________________________________________________________________________
conv2d_140 (Conv2D) (None, 32, 32, 32) 9248 batch_normalization_113[0][0]
__________________________________________________________________________________________________
batch_normalization_115 (BatchN (None, 32, 32, 32) 128 conv2d_140[0][0]
__________________________________________________________________________________________________
leaky_re_lu_18 (LeakyReLU) (None, 32, 32, 32) 0 batch_normalization_115[0][0]
__________________________________________________________________________________________________
conv2d_141 (Conv2D) (None, 32, 32, 32) 9248 leaky_re_lu_18[0][0]
__________________________________________________________________________________________________
batch_normalization_116 (BatchN (None, 32, 32, 32) 128 conv2d_141[0][0]
__________________________________________________________________________________________________
batch_normalization_114 (BatchN (None, 32, 32, 32) 128 conv2d_139[0][0]
__________________________________________________________________________________________________
add_30 (Add) (None, 32, 32, 32) 0 batch_normalization_116[0][0]
batch_normalization_114[0][0]
__________________________________________________________________________________________________
leaky_re_lu_19 (LeakyReLU) (None, 32, 32, 32) 0 add_30[0][0]
__________________________________________________________________________________________________
conv2d_transpose_10 (Conv2DTran (None, 64, 64, 16) 4624 leaky_re_lu_19[0][0]
__________________________________________________________________________________________________
conv2d_transpose_9 (Conv2DTrans (None, 64, 64, 32) 9248 conv2d_transpose_8[0][0]
__________________________________________________________________________________________________
conv2d_transpose_7 (Conv2DTrans (None, 64, 64, 64) 36928 conv2d_transpose_6[0][0]
__________________________________________________________________________________________________
conv2d_transpose_4 (Conv2DTrans (None, 64, 64, 128) 147584 conv2d_transpose_3[0][0]
__________________________________________________________________________________________________
concatenate_4 (Concatenate) (None, 64, 64, 384) 0 conv2d_transpose_10[0][0]
conv2d_transpose_9[0][0]
conv2d_transpose_7[0][0]
conv2d_transpose_4[0][0]
swish_6[0][0]
__________________________________________________________________________________________________
dropout_5 (Dropout) (None, 64, 64, 384) 0 concatenate_4[0][0]
__________________________________________________________________________________________________
conv2d_142 (Conv2D) (None, 64, 64, 16) 55312 dropout_5[0][0]
__________________________________________________________________________________________________
leaky_re_lu_20 (LeakyReLU) (None, 64, 64, 16) 0 conv2d_142[0][0]
__________________________________________________________________________________________________
batch_normalization_117 (BatchN (None, 64, 64, 16) 64 leaky_re_lu_20[0][0]
__________________________________________________________________________________________________
conv2d_143 (Conv2D) (None, 64, 64, 16) 2320 batch_normalization_117[0][0]
__________________________________________________________________________________________________
batch_normalization_119 (BatchN (None, 64, 64, 16) 64 conv2d_143[0][0]
__________________________________________________________________________________________________
leaky_re_lu_21 (LeakyReLU) (None, 64, 64, 16) 0 batch_normalization_119[0][0]
__________________________________________________________________________________________________
conv2d_144 (Conv2D) (None, 64, 64, 16) 2320 leaky_re_lu_21[0][0]
__________________________________________________________________________________________________
batch_normalization_120 (BatchN (None, 64, 64, 16) 64 conv2d_144[0][0]
__________________________________________________________________________________________________
batch_normalization_118 (BatchN (None, 64, 64, 16) 64 conv2d_142[0][0]
__________________________________________________________________________________________________
add_31 (Add) (None, 64, 64, 16) 0 batch_normalization_120[0][0]
batch_normalization_118[0][0]
__________________________________________________________________________________________________
leaky_re_lu_22 (LeakyReLU) (None, 64, 64, 16) 0 add_31[0][0]
__________________________________________________________________________________________________
conv2d_transpose_11 (Conv2DTran (None, 128, 128, 8) 1160 leaky_re_lu_22[0][0]
__________________________________________________________________________________________________
dropout_6 (Dropout) (None, 128, 128, 8) 0 conv2d_transpose_11[0][0]
__________________________________________________________________________________________________
conv2d_145 (Conv2D) (None, 128, 128, 8) 584 dropout_6[0][0]
__________________________________________________________________________________________________
leaky_re_lu_23 (LeakyReLU) (None, 128, 128, 8) 0 conv2d_145[0][0]
__________________________________________________________________________________________________
batch_normalization_121 (BatchN (None, 128, 128, 8) 32 leaky_re_lu_23[0][0]
__________________________________________________________________________________________________
conv2d_146 (Conv2D) (None, 128, 128, 8) 584 batch_normalization_121[0][0]
__________________________________________________________________________________________________
batch_normalization_123 (BatchN (None, 128, 128, 8) 32 conv2d_146[0][0]
__________________________________________________________________________________________________
leaky_re_lu_24 (LeakyReLU) (None, 128, 128, 8) 0 batch_normalization_123[0][0]
__________________________________________________________________________________________________
conv2d_147 (Conv2D) (None, 128, 128, 8) 584 leaky_re_lu_24[0][0]
__________________________________________________________________________________________________
batch_normalization_124 (BatchN (None, 128, 128, 8) 32 conv2d_147[0][0]
__________________________________________________________________________________________________
batch_normalization_122 (BatchN (None, 128, 128, 8) 32 conv2d_145[0][0]
__________________________________________________________________________________________________
add_32 (Add) (None, 128, 128, 8) 0 batch_normalization_124[0][0]
batch_normalization_122[0][0]
__________________________________________________________________________________________________
leaky_re_lu_25 (LeakyReLU) (None, 128, 128, 8) 0 add_32[0][0]
__________________________________________________________________________________________________
dropout_7 (Dropout) (None, 128, 128, 8) 0 leaky_re_lu_25[0][0]
__________________________________________________________________________________________________
conv2d_148 (Conv2D) (None, 128, 128, 1) 9 dropout_7[0][0]
==================================================================================================
Total params: 11,472,361
Trainable params: 11,415,705
Non-trainable params: 56,656
__________________________________________________________________________________________________
encoder = Xception(input_shape=(IMAGE_HEIGHT, IMAGE_WIDTH, 3), weights="imagenet", include_top=False)
WARNING:tensorflow:From /tensorflow-1.15.2/python3.7/tensorflow_core/python/ops/resource_variable_ops.py:1630: calling BaseResourceVariable.__init__ (from tensorflow.python.ops.resource_variable_ops) with constraint is deprecated and will be removed in a future version. Instructions for updating: If using Keras pass *_constraint arguments to layers. WARNING:tensorflow:From /tensorflow-1.15.2/python3.7/keras/backend/tensorflow_backend.py:4070: The name tf.nn.max_pool is deprecated. Please use tf.nn.max_pool2d instead. Downloading data from https://github.com/fchollet/deep-learning-models/releases/download/v0.4/xception_weights_tf_dim_ordering_tf_kernels_notop.h5 83689472/83683744 [==============================] - 2s 0us/step
Defining stochastic weight averaging class:
class SWA(keras.callbacks.Callback):
def __init__(self, filepath, swa_epoch):
super(SWA, self).__init__()
self.filepath = filepath
self.swa_epoch = swa_epoch
def on_train_begin(self, logs=None):
self.nb_epoch = self.params['epochs']
print('Stochastic weight averaging selected for last {} epochs.'
.format(self.nb_epoch - self.swa_epoch))
def on_epoch_end(self, epoch, logs=None):
if epoch == self.swa_epoch:
self.swa_weights = self.model.get_weights()
elif epoch > self.swa_epoch:
for i in range(len(self.swa_weights)):
self.swa_weights[i] = (self.swa_weights[i] *
(epoch - self.swa_epoch) + self.model.get_weights()[i])/((epoch - self.swa_epoch) + 1)
else:
pass
def on_train_end(self, logs=None):
self.model.set_weights(self.swa_weights)
print('Final model parameters set to stochastic weight average.')
self.model.save_weights(self.filepath)
print('Final stochastic averaged weights saved to file.')
optimizer = Adam(lr=1e-4)
model.compile(loss=loss, optimizer=optimizer, metrics=[dice_coefficient])
WARNING:tensorflow:From /tensorflow-1.15.2/python3.7/tensorflow_core/python/ops/nn_impl.py:183: where (from tensorflow.python.ops.array_ops) is deprecated and will be removed in a future version. Instructions for updating: Use tf.where in 2.0, which has the same broadcast rule as np.where
Fitting the model using the snapshot ensemble tecnique for training in order to implement stochastic weight averaging of last 3 epochs:
epochs = 70
snapshot = SnapshotCallbackBuilder(nb_epochs=epochs,nb_snapshots=1,init_lr=1e-4)
batch_size = 16
swa = SWA('./keras_swa.model',67)
valid_im_path,valid_mask_path = './keras_im_val','./keras_mask_val'
# Generators
#training_generator = DataGenerator(augmentations=AUGMENTATIONS_TRAIN,img_size=img_size)
#validation_generator = DataGenerator(train_im_path = valid_im_path ,
# train_mask_path=valid_mask_path,augmentations=AUGMENTATIONS_TEST,
# img_size=img_size)
history = model.fit_generator(generator=train_generator,
validation_data=(x_test,y_test1),
use_multiprocessing=True,
epochs=epochs,verbose=1,steps_per_epoch=500,
callbacks=snapshot.get_callbacks())
Stochastic weight averaging selected for last 3 epochs. Epoch 1/70 500/500 [==============================] - 165s 330ms/step - loss: 0.6372 - dice_coefficient: 0.6378 - val_loss: 0.9265 - val_dice_coefficient: 0.5908 Epoch 2/70
/tensorflow-1.15.2/python3.7/keras/callbacks/callbacks.py:707: RuntimeWarning: Can save best model only with val_my_iou_metric available, skipping. 'skipping.' % (self.monitor), RuntimeWarning)
500/500 [==============================] - 160s 321ms/step - loss: 0.4922 - dice_coefficient: 0.7028 - val_loss: 0.8967 - val_dice_coefficient: 0.6251 Epoch 3/70 500/500 [==============================] - 162s 323ms/step - loss: 0.3940 - dice_coefficient: 0.7526 - val_loss: 0.9004 - val_dice_coefficient: 0.6208 Epoch 4/70 500/500 [==============================] - 159s 319ms/step - loss: 0.3220 - dice_coefficient: 0.7924 - val_loss: 0.8817 - val_dice_coefficient: 0.6555 Epoch 5/70 500/500 [==============================] - 159s 319ms/step - loss: 0.2717 - dice_coefficient: 0.8219 - val_loss: 0.8813 - val_dice_coefficient: 0.6678 Epoch 6/70 500/500 [==============================] - 159s 319ms/step - loss: 0.2311 - dice_coefficient: 0.8470 - val_loss: 0.8906 - val_dice_coefficient: 0.6557 Epoch 7/70 500/500 [==============================] - 160s 319ms/step - loss: 0.1992 - dice_coefficient: 0.8670 - val_loss: 0.9085 - val_dice_coefficient: 0.6824 Epoch 8/70 500/500 [==============================] - 160s 320ms/step - loss: 0.1744 - dice_coefficient: 0.8833 - val_loss: 0.9417 - val_dice_coefficient: 0.6741 Epoch 9/70 500/500 [==============================] - 160s 319ms/step - loss: 0.1550 - dice_coefficient: 0.8961 - val_loss: 0.9182 - val_dice_coefficient: 0.6818 Epoch 10/70 500/500 [==============================] - 160s 319ms/step - loss: 0.1402 - dice_coefficient: 0.9062 - val_loss: 0.9348 - val_dice_coefficient: 0.6885 Epoch 11/70 500/500 [==============================] - 160s 320ms/step - loss: 0.1274 - dice_coefficient: 0.9148 - val_loss: 0.9334 - val_dice_coefficient: 0.6893 Epoch 12/70 500/500 [==============================] - 159s 317ms/step - loss: 0.1177 - dice_coefficient: 0.9215 - val_loss: 0.9792 - val_dice_coefficient: 0.7002 Epoch 13/70 500/500 [==============================] - 159s 319ms/step - loss: 0.1098 - dice_coefficient: 0.9271 - val_loss: 1.0036 - val_dice_coefficient: 0.6892 Epoch 14/70 500/500 [==============================] - 159s 319ms/step - loss: 0.1014 - dice_coefficient: 0.9328 - val_loss: 1.0076 - val_dice_coefficient: 0.6942 Epoch 15/70 500/500 [==============================] - 158s 317ms/step - loss: 0.0961 - dice_coefficient: 0.9365 - val_loss: 1.0405 - val_dice_coefficient: 0.6961 Epoch 16/70 500/500 [==============================] - 159s 318ms/step - loss: 0.0909 - dice_coefficient: 0.9402 - val_loss: 1.0551 - val_dice_coefficient: 0.6937 Epoch 17/70 500/500 [==============================] - 158s 316ms/step - loss: 0.0871 - dice_coefficient: 0.9429 - val_loss: 1.0867 - val_dice_coefficient: 0.6878 Epoch 18/70 500/500 [==============================] - 159s 318ms/step - loss: 0.0823 - dice_coefficient: 0.9462 - val_loss: 1.1337 - val_dice_coefficient: 0.6934 Epoch 19/70 500/500 [==============================] - 158s 316ms/step - loss: 0.0791 - dice_coefficient: 0.9484 - val_loss: 1.1712 - val_dice_coefficient: 0.6751 Epoch 20/70 500/500 [==============================] - 158s 316ms/step - loss: 0.0767 - dice_coefficient: 0.9501 - val_loss: 1.1860 - val_dice_coefficient: 0.6964 Epoch 21/70 173/500 [=========>....................] - ETA: 1:43 - loss: 0.0738 - dice_coefficient: 0.9520
As seen above, there is improvement in train dice coefficient while no improvement can be seen in the val dice coefficient.
Using ResNet 50 pretrained transfer learning model as the backbone for the UNET architecture:
encoder = ResNet50(input_shape=(IMAGE_HEIGHT, IMAGE_WIDTH, 3), weights="imagenet", include_top=False)
encoder.summary()
Model: "resnet50"
__________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
==================================================================================================
input_1 (InputLayer) [(None, 128, 128, 3) 0
__________________________________________________________________________________________________
conv1_pad (ZeroPadding2D) (None, 134, 134, 3) 0 input_1[0][0]
__________________________________________________________________________________________________
conv1_conv (Conv2D) (None, 64, 64, 64) 9472 conv1_pad[0][0]
__________________________________________________________________________________________________
conv1_bn (BatchNormalization) (None, 64, 64, 64) 256 conv1_conv[0][0]
__________________________________________________________________________________________________
conv1_relu (Activation) (None, 64, 64, 64) 0 conv1_bn[0][0]
__________________________________________________________________________________________________
pool1_pad (ZeroPadding2D) (None, 66, 66, 64) 0 conv1_relu[0][0]
__________________________________________________________________________________________________
pool1_pool (MaxPooling2D) (None, 32, 32, 64) 0 pool1_pad[0][0]
__________________________________________________________________________________________________
conv2_block1_1_conv (Conv2D) (None, 32, 32, 64) 4160 pool1_pool[0][0]
__________________________________________________________________________________________________
conv2_block1_1_bn (BatchNormali (None, 32, 32, 64) 256 conv2_block1_1_conv[0][0]
__________________________________________________________________________________________________
conv2_block1_1_relu (Activation (None, 32, 32, 64) 0 conv2_block1_1_bn[0][0]
__________________________________________________________________________________________________
conv2_block1_2_conv (Conv2D) (None, 32, 32, 64) 36928 conv2_block1_1_relu[0][0]
__________________________________________________________________________________________________
conv2_block1_2_bn (BatchNormali (None, 32, 32, 64) 256 conv2_block1_2_conv[0][0]
__________________________________________________________________________________________________
conv2_block1_2_relu (Activation (None, 32, 32, 64) 0 conv2_block1_2_bn[0][0]
__________________________________________________________________________________________________
conv2_block1_0_conv (Conv2D) (None, 32, 32, 256) 16640 pool1_pool[0][0]
__________________________________________________________________________________________________
conv2_block1_3_conv (Conv2D) (None, 32, 32, 256) 16640 conv2_block1_2_relu[0][0]
__________________________________________________________________________________________________
conv2_block1_0_bn (BatchNormali (None, 32, 32, 256) 1024 conv2_block1_0_conv[0][0]
__________________________________________________________________________________________________
conv2_block1_3_bn (BatchNormali (None, 32, 32, 256) 1024 conv2_block1_3_conv[0][0]
__________________________________________________________________________________________________
conv2_block1_add (Add) (None, 32, 32, 256) 0 conv2_block1_0_bn[0][0]
conv2_block1_3_bn[0][0]
__________________________________________________________________________________________________
conv2_block1_out (Activation) (None, 32, 32, 256) 0 conv2_block1_add[0][0]
__________________________________________________________________________________________________
conv2_block2_1_conv (Conv2D) (None, 32, 32, 64) 16448 conv2_block1_out[0][0]
__________________________________________________________________________________________________
conv2_block2_1_bn (BatchNormali (None, 32, 32, 64) 256 conv2_block2_1_conv[0][0]
__________________________________________________________________________________________________
conv2_block2_1_relu (Activation (None, 32, 32, 64) 0 conv2_block2_1_bn[0][0]
__________________________________________________________________________________________________
conv2_block2_2_conv (Conv2D) (None, 32, 32, 64) 36928 conv2_block2_1_relu[0][0]
__________________________________________________________________________________________________
conv2_block2_2_bn (BatchNormali (None, 32, 32, 64) 256 conv2_block2_2_conv[0][0]
__________________________________________________________________________________________________
conv2_block2_2_relu (Activation (None, 32, 32, 64) 0 conv2_block2_2_bn[0][0]
__________________________________________________________________________________________________
conv2_block2_3_conv (Conv2D) (None, 32, 32, 256) 16640 conv2_block2_2_relu[0][0]
__________________________________________________________________________________________________
conv2_block2_3_bn (BatchNormali (None, 32, 32, 256) 1024 conv2_block2_3_conv[0][0]
__________________________________________________________________________________________________
conv2_block2_add (Add) (None, 32, 32, 256) 0 conv2_block1_out[0][0]
conv2_block2_3_bn[0][0]
__________________________________________________________________________________________________
conv2_block2_out (Activation) (None, 32, 32, 256) 0 conv2_block2_add[0][0]
__________________________________________________________________________________________________
conv2_block3_1_conv (Conv2D) (None, 32, 32, 64) 16448 conv2_block2_out[0][0]
__________________________________________________________________________________________________
conv2_block3_1_bn (BatchNormali (None, 32, 32, 64) 256 conv2_block3_1_conv[0][0]
__________________________________________________________________________________________________
conv2_block3_1_relu (Activation (None, 32, 32, 64) 0 conv2_block3_1_bn[0][0]
__________________________________________________________________________________________________
conv2_block3_2_conv (Conv2D) (None, 32, 32, 64) 36928 conv2_block3_1_relu[0][0]
__________________________________________________________________________________________________
conv2_block3_2_bn (BatchNormali (None, 32, 32, 64) 256 conv2_block3_2_conv[0][0]
__________________________________________________________________________________________________
conv2_block3_2_relu (Activation (None, 32, 32, 64) 0 conv2_block3_2_bn[0][0]
__________________________________________________________________________________________________
conv2_block3_3_conv (Conv2D) (None, 32, 32, 256) 16640 conv2_block3_2_relu[0][0]
__________________________________________________________________________________________________
conv2_block3_3_bn (BatchNormali (None, 32, 32, 256) 1024 conv2_block3_3_conv[0][0]
__________________________________________________________________________________________________
conv2_block3_add (Add) (None, 32, 32, 256) 0 conv2_block2_out[0][0]
conv2_block3_3_bn[0][0]
__________________________________________________________________________________________________
conv2_block3_out (Activation) (None, 32, 32, 256) 0 conv2_block3_add[0][0]
__________________________________________________________________________________________________
conv3_block1_1_conv (Conv2D) (None, 16, 16, 128) 32896 conv2_block3_out[0][0]
__________________________________________________________________________________________________
conv3_block1_1_bn (BatchNormali (None, 16, 16, 128) 512 conv3_block1_1_conv[0][0]
__________________________________________________________________________________________________
conv3_block1_1_relu (Activation (None, 16, 16, 128) 0 conv3_block1_1_bn[0][0]
__________________________________________________________________________________________________
conv3_block1_2_conv (Conv2D) (None, 16, 16, 128) 147584 conv3_block1_1_relu[0][0]
__________________________________________________________________________________________________
conv3_block1_2_bn (BatchNormali (None, 16, 16, 128) 512 conv3_block1_2_conv[0][0]
__________________________________________________________________________________________________
conv3_block1_2_relu (Activation (None, 16, 16, 128) 0 conv3_block1_2_bn[0][0]
__________________________________________________________________________________________________
conv3_block1_0_conv (Conv2D) (None, 16, 16, 512) 131584 conv2_block3_out[0][0]
__________________________________________________________________________________________________
conv3_block1_3_conv (Conv2D) (None, 16, 16, 512) 66048 conv3_block1_2_relu[0][0]
__________________________________________________________________________________________________
conv3_block1_0_bn (BatchNormali (None, 16, 16, 512) 2048 conv3_block1_0_conv[0][0]
__________________________________________________________________________________________________
conv3_block1_3_bn (BatchNormali (None, 16, 16, 512) 2048 conv3_block1_3_conv[0][0]
__________________________________________________________________________________________________
conv3_block1_add (Add) (None, 16, 16, 512) 0 conv3_block1_0_bn[0][0]
conv3_block1_3_bn[0][0]
__________________________________________________________________________________________________
conv3_block1_out (Activation) (None, 16, 16, 512) 0 conv3_block1_add[0][0]
__________________________________________________________________________________________________
conv3_block2_1_conv (Conv2D) (None, 16, 16, 128) 65664 conv3_block1_out[0][0]
__________________________________________________________________________________________________
conv3_block2_1_bn (BatchNormali (None, 16, 16, 128) 512 conv3_block2_1_conv[0][0]
__________________________________________________________________________________________________
conv3_block2_1_relu (Activation (None, 16, 16, 128) 0 conv3_block2_1_bn[0][0]
__________________________________________________________________________________________________
conv3_block2_2_conv (Conv2D) (None, 16, 16, 128) 147584 conv3_block2_1_relu[0][0]
__________________________________________________________________________________________________
conv3_block2_2_bn (BatchNormali (None, 16, 16, 128) 512 conv3_block2_2_conv[0][0]
__________________________________________________________________________________________________
conv3_block2_2_relu (Activation (None, 16, 16, 128) 0 conv3_block2_2_bn[0][0]
__________________________________________________________________________________________________
conv3_block2_3_conv (Conv2D) (None, 16, 16, 512) 66048 conv3_block2_2_relu[0][0]
__________________________________________________________________________________________________
conv3_block2_3_bn (BatchNormali (None, 16, 16, 512) 2048 conv3_block2_3_conv[0][0]
__________________________________________________________________________________________________
conv3_block2_add (Add) (None, 16, 16, 512) 0 conv3_block1_out[0][0]
conv3_block2_3_bn[0][0]
__________________________________________________________________________________________________
conv3_block2_out (Activation) (None, 16, 16, 512) 0 conv3_block2_add[0][0]
__________________________________________________________________________________________________
conv3_block3_1_conv (Conv2D) (None, 16, 16, 128) 65664 conv3_block2_out[0][0]
__________________________________________________________________________________________________
conv3_block3_1_bn (BatchNormali (None, 16, 16, 128) 512 conv3_block3_1_conv[0][0]
__________________________________________________________________________________________________
conv3_block3_1_relu (Activation (None, 16, 16, 128) 0 conv3_block3_1_bn[0][0]
__________________________________________________________________________________________________
conv3_block3_2_conv (Conv2D) (None, 16, 16, 128) 147584 conv3_block3_1_relu[0][0]
__________________________________________________________________________________________________
conv3_block3_2_bn (BatchNormali (None, 16, 16, 128) 512 conv3_block3_2_conv[0][0]
__________________________________________________________________________________________________
conv3_block3_2_relu (Activation (None, 16, 16, 128) 0 conv3_block3_2_bn[0][0]
__________________________________________________________________________________________________
conv3_block3_3_conv (Conv2D) (None, 16, 16, 512) 66048 conv3_block3_2_relu[0][0]
__________________________________________________________________________________________________
conv3_block3_3_bn (BatchNormali (None, 16, 16, 512) 2048 conv3_block3_3_conv[0][0]
__________________________________________________________________________________________________
conv3_block3_add (Add) (None, 16, 16, 512) 0 conv3_block2_out[0][0]
conv3_block3_3_bn[0][0]
__________________________________________________________________________________________________
conv3_block3_out (Activation) (None, 16, 16, 512) 0 conv3_block3_add[0][0]
__________________________________________________________________________________________________
conv3_block4_1_conv (Conv2D) (None, 16, 16, 128) 65664 conv3_block3_out[0][0]
__________________________________________________________________________________________________
conv3_block4_1_bn (BatchNormali (None, 16, 16, 128) 512 conv3_block4_1_conv[0][0]
__________________________________________________________________________________________________
conv3_block4_1_relu (Activation (None, 16, 16, 128) 0 conv3_block4_1_bn[0][0]
__________________________________________________________________________________________________
conv3_block4_2_conv (Conv2D) (None, 16, 16, 128) 147584 conv3_block4_1_relu[0][0]
__________________________________________________________________________________________________
conv3_block4_2_bn (BatchNormali (None, 16, 16, 128) 512 conv3_block4_2_conv[0][0]
__________________________________________________________________________________________________
conv3_block4_2_relu (Activation (None, 16, 16, 128) 0 conv3_block4_2_bn[0][0]
__________________________________________________________________________________________________
conv3_block4_3_conv (Conv2D) (None, 16, 16, 512) 66048 conv3_block4_2_relu[0][0]
__________________________________________________________________________________________________
conv3_block4_3_bn (BatchNormali (None, 16, 16, 512) 2048 conv3_block4_3_conv[0][0]
__________________________________________________________________________________________________
conv3_block4_add (Add) (None, 16, 16, 512) 0 conv3_block3_out[0][0]
conv3_block4_3_bn[0][0]
__________________________________________________________________________________________________
conv3_block4_out (Activation) (None, 16, 16, 512) 0 conv3_block4_add[0][0]
__________________________________________________________________________________________________
conv4_block1_1_conv (Conv2D) (None, 8, 8, 256) 131328 conv3_block4_out[0][0]
__________________________________________________________________________________________________
conv4_block1_1_bn (BatchNormali (None, 8, 8, 256) 1024 conv4_block1_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block1_1_relu (Activation (None, 8, 8, 256) 0 conv4_block1_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block1_2_conv (Conv2D) (None, 8, 8, 256) 590080 conv4_block1_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block1_2_bn (BatchNormali (None, 8, 8, 256) 1024 conv4_block1_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block1_2_relu (Activation (None, 8, 8, 256) 0 conv4_block1_2_bn[0][0]
__________________________________________________________________________________________________
conv4_block1_0_conv (Conv2D) (None, 8, 8, 1024) 525312 conv3_block4_out[0][0]
__________________________________________________________________________________________________
conv4_block1_3_conv (Conv2D) (None, 8, 8, 1024) 263168 conv4_block1_2_relu[0][0]
__________________________________________________________________________________________________
conv4_block1_0_bn (BatchNormali (None, 8, 8, 1024) 4096 conv4_block1_0_conv[0][0]
__________________________________________________________________________________________________
conv4_block1_3_bn (BatchNormali (None, 8, 8, 1024) 4096 conv4_block1_3_conv[0][0]
__________________________________________________________________________________________________
conv4_block1_add (Add) (None, 8, 8, 1024) 0 conv4_block1_0_bn[0][0]
conv4_block1_3_bn[0][0]
__________________________________________________________________________________________________
conv4_block1_out (Activation) (None, 8, 8, 1024) 0 conv4_block1_add[0][0]
__________________________________________________________________________________________________
conv4_block2_1_conv (Conv2D) (None, 8, 8, 256) 262400 conv4_block1_out[0][0]
__________________________________________________________________________________________________
conv4_block2_1_bn (BatchNormali (None, 8, 8, 256) 1024 conv4_block2_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block2_1_relu (Activation (None, 8, 8, 256) 0 conv4_block2_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block2_2_conv (Conv2D) (None, 8, 8, 256) 590080 conv4_block2_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block2_2_bn (BatchNormali (None, 8, 8, 256) 1024 conv4_block2_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block2_2_relu (Activation (None, 8, 8, 256) 0 conv4_block2_2_bn[0][0]
__________________________________________________________________________________________________
conv4_block2_3_conv (Conv2D) (None, 8, 8, 1024) 263168 conv4_block2_2_relu[0][0]
__________________________________________________________________________________________________
conv4_block2_3_bn (BatchNormali (None, 8, 8, 1024) 4096 conv4_block2_3_conv[0][0]
__________________________________________________________________________________________________
conv4_block2_add (Add) (None, 8, 8, 1024) 0 conv4_block1_out[0][0]
conv4_block2_3_bn[0][0]
__________________________________________________________________________________________________
conv4_block2_out (Activation) (None, 8, 8, 1024) 0 conv4_block2_add[0][0]
__________________________________________________________________________________________________
conv4_block3_1_conv (Conv2D) (None, 8, 8, 256) 262400 conv4_block2_out[0][0]
__________________________________________________________________________________________________
conv4_block3_1_bn (BatchNormali (None, 8, 8, 256) 1024 conv4_block3_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block3_1_relu (Activation (None, 8, 8, 256) 0 conv4_block3_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block3_2_conv (Conv2D) (None, 8, 8, 256) 590080 conv4_block3_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block3_2_bn (BatchNormali (None, 8, 8, 256) 1024 conv4_block3_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block3_2_relu (Activation (None, 8, 8, 256) 0 conv4_block3_2_bn[0][0]
__________________________________________________________________________________________________
conv4_block3_3_conv (Conv2D) (None, 8, 8, 1024) 263168 conv4_block3_2_relu[0][0]
__________________________________________________________________________________________________
conv4_block3_3_bn (BatchNormali (None, 8, 8, 1024) 4096 conv4_block3_3_conv[0][0]
__________________________________________________________________________________________________
conv4_block3_add (Add) (None, 8, 8, 1024) 0 conv4_block2_out[0][0]
conv4_block3_3_bn[0][0]
__________________________________________________________________________________________________
conv4_block3_out (Activation) (None, 8, 8, 1024) 0 conv4_block3_add[0][0]
__________________________________________________________________________________________________
conv4_block4_1_conv (Conv2D) (None, 8, 8, 256) 262400 conv4_block3_out[0][0]
__________________________________________________________________________________________________
conv4_block4_1_bn (BatchNormali (None, 8, 8, 256) 1024 conv4_block4_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block4_1_relu (Activation (None, 8, 8, 256) 0 conv4_block4_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block4_2_conv (Conv2D) (None, 8, 8, 256) 590080 conv4_block4_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block4_2_bn (BatchNormali (None, 8, 8, 256) 1024 conv4_block4_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block4_2_relu (Activation (None, 8, 8, 256) 0 conv4_block4_2_bn[0][0]
__________________________________________________________________________________________________
conv4_block4_3_conv (Conv2D) (None, 8, 8, 1024) 263168 conv4_block4_2_relu[0][0]
__________________________________________________________________________________________________
conv4_block4_3_bn (BatchNormali (None, 8, 8, 1024) 4096 conv4_block4_3_conv[0][0]
__________________________________________________________________________________________________
conv4_block4_add (Add) (None, 8, 8, 1024) 0 conv4_block3_out[0][0]
conv4_block4_3_bn[0][0]
__________________________________________________________________________________________________
conv4_block4_out (Activation) (None, 8, 8, 1024) 0 conv4_block4_add[0][0]
__________________________________________________________________________________________________
conv4_block5_1_conv (Conv2D) (None, 8, 8, 256) 262400 conv4_block4_out[0][0]
__________________________________________________________________________________________________
conv4_block5_1_bn (BatchNormali (None, 8, 8, 256) 1024 conv4_block5_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block5_1_relu (Activation (None, 8, 8, 256) 0 conv4_block5_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block5_2_conv (Conv2D) (None, 8, 8, 256) 590080 conv4_block5_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block5_2_bn (BatchNormali (None, 8, 8, 256) 1024 conv4_block5_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block5_2_relu (Activation (None, 8, 8, 256) 0 conv4_block5_2_bn[0][0]
__________________________________________________________________________________________________
conv4_block5_3_conv (Conv2D) (None, 8, 8, 1024) 263168 conv4_block5_2_relu[0][0]
__________________________________________________________________________________________________
conv4_block5_3_bn (BatchNormali (None, 8, 8, 1024) 4096 conv4_block5_3_conv[0][0]
__________________________________________________________________________________________________
conv4_block5_add (Add) (None, 8, 8, 1024) 0 conv4_block4_out[0][0]
conv4_block5_3_bn[0][0]
__________________________________________________________________________________________________
conv4_block5_out (Activation) (None, 8, 8, 1024) 0 conv4_block5_add[0][0]
__________________________________________________________________________________________________
conv4_block6_1_conv (Conv2D) (None, 8, 8, 256) 262400 conv4_block5_out[0][0]
__________________________________________________________________________________________________
conv4_block6_1_bn (BatchNormali (None, 8, 8, 256) 1024 conv4_block6_1_conv[0][0]
__________________________________________________________________________________________________
conv4_block6_1_relu (Activation (None, 8, 8, 256) 0 conv4_block6_1_bn[0][0]
__________________________________________________________________________________________________
conv4_block6_2_conv (Conv2D) (None, 8, 8, 256) 590080 conv4_block6_1_relu[0][0]
__________________________________________________________________________________________________
conv4_block6_2_bn (BatchNormali (None, 8, 8, 256) 1024 conv4_block6_2_conv[0][0]
__________________________________________________________________________________________________
conv4_block6_2_relu (Activation (None, 8, 8, 256) 0 conv4_block6_2_bn[0][0]
__________________________________________________________________________________________________
conv4_block6_3_conv (Conv2D) (None, 8, 8, 1024) 263168 conv4_block6_2_relu[0][0]
__________________________________________________________________________________________________
conv4_block6_3_bn (BatchNormali (None, 8, 8, 1024) 4096 conv4_block6_3_conv[0][0]
__________________________________________________________________________________________________
conv4_block6_add (Add) (None, 8, 8, 1024) 0 conv4_block5_out[0][0]
conv4_block6_3_bn[0][0]
__________________________________________________________________________________________________
conv4_block6_out (Activation) (None, 8, 8, 1024) 0 conv4_block6_add[0][0]
__________________________________________________________________________________________________
conv5_block1_1_conv (Conv2D) (None, 4, 4, 512) 524800 conv4_block6_out[0][0]
__________________________________________________________________________________________________
conv5_block1_1_bn (BatchNormali (None, 4, 4, 512) 2048 conv5_block1_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block1_1_relu (Activation (None, 4, 4, 512) 0 conv5_block1_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block1_2_conv (Conv2D) (None, 4, 4, 512) 2359808 conv5_block1_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block1_2_bn (BatchNormali (None, 4, 4, 512) 2048 conv5_block1_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block1_2_relu (Activation (None, 4, 4, 512) 0 conv5_block1_2_bn[0][0]
__________________________________________________________________________________________________
conv5_block1_0_conv (Conv2D) (None, 4, 4, 2048) 2099200 conv4_block6_out[0][0]
__________________________________________________________________________________________________
conv5_block1_3_conv (Conv2D) (None, 4, 4, 2048) 1050624 conv5_block1_2_relu[0][0]
__________________________________________________________________________________________________
conv5_block1_0_bn (BatchNormali (None, 4, 4, 2048) 8192 conv5_block1_0_conv[0][0]
__________________________________________________________________________________________________
conv5_block1_3_bn (BatchNormali (None, 4, 4, 2048) 8192 conv5_block1_3_conv[0][0]
__________________________________________________________________________________________________
conv5_block1_add (Add) (None, 4, 4, 2048) 0 conv5_block1_0_bn[0][0]
conv5_block1_3_bn[0][0]
__________________________________________________________________________________________________
conv5_block1_out (Activation) (None, 4, 4, 2048) 0 conv5_block1_add[0][0]
__________________________________________________________________________________________________
conv5_block2_1_conv (Conv2D) (None, 4, 4, 512) 1049088 conv5_block1_out[0][0]
__________________________________________________________________________________________________
conv5_block2_1_bn (BatchNormali (None, 4, 4, 512) 2048 conv5_block2_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block2_1_relu (Activation (None, 4, 4, 512) 0 conv5_block2_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block2_2_conv (Conv2D) (None, 4, 4, 512) 2359808 conv5_block2_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block2_2_bn (BatchNormali (None, 4, 4, 512) 2048 conv5_block2_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block2_2_relu (Activation (None, 4, 4, 512) 0 conv5_block2_2_bn[0][0]
__________________________________________________________________________________________________
conv5_block2_3_conv (Conv2D) (None, 4, 4, 2048) 1050624 conv5_block2_2_relu[0][0]
__________________________________________________________________________________________________
conv5_block2_3_bn (BatchNormali (None, 4, 4, 2048) 8192 conv5_block2_3_conv[0][0]
__________________________________________________________________________________________________
conv5_block2_add (Add) (None, 4, 4, 2048) 0 conv5_block1_out[0][0]
conv5_block2_3_bn[0][0]
__________________________________________________________________________________________________
conv5_block2_out (Activation) (None, 4, 4, 2048) 0 conv5_block2_add[0][0]
__________________________________________________________________________________________________
conv5_block3_1_conv (Conv2D) (None, 4, 4, 512) 1049088 conv5_block2_out[0][0]
__________________________________________________________________________________________________
conv5_block3_1_bn (BatchNormali (None, 4, 4, 512) 2048 conv5_block3_1_conv[0][0]
__________________________________________________________________________________________________
conv5_block3_1_relu (Activation (None, 4, 4, 512) 0 conv5_block3_1_bn[0][0]
__________________________________________________________________________________________________
conv5_block3_2_conv (Conv2D) (None, 4, 4, 512) 2359808 conv5_block3_1_relu[0][0]
__________________________________________________________________________________________________
conv5_block3_2_bn (BatchNormali (None, 4, 4, 512) 2048 conv5_block3_2_conv[0][0]
__________________________________________________________________________________________________
conv5_block3_2_relu (Activation (None, 4, 4, 512) 0 conv5_block3_2_bn[0][0]
__________________________________________________________________________________________________
conv5_block3_3_conv (Conv2D) (None, 4, 4, 2048) 1050624 conv5_block3_2_relu[0][0]
__________________________________________________________________________________________________
conv5_block3_3_bn (BatchNormali (None, 4, 4, 2048) 8192 conv5_block3_3_conv[0][0]
__________________________________________________________________________________________________
conv5_block3_add (Add) (None, 4, 4, 2048) 0 conv5_block2_out[0][0]
conv5_block3_3_bn[0][0]
__________________________________________________________________________________________________
conv5_block3_out (Activation) (None, 4, 4, 2048) 0 conv5_block3_add[0][0]
==================================================================================================
Total params: 23,587,712
Trainable params: 23,534,592
Non-trainable params: 53,120
__________________________________________________________________________________________________
encoder_output = encoder.get_layer("conv5_block3_out").output
skip_connection_names = [ "input_1","conv1_relu", "conv2_block3_out", "conv3_block4_out","conv4_block6_out"]
f = [16,32, 64, 128,256]
encoder_output = encoder.get_layer("conv5_block3_out").output
x = encoder_output
for i in range(1, len(skip_connection_names)+1, 1):
print(i)
x_skip = encoder.get_layer(skip_connection_names[-i]).output
x = UpSampling2D((2, 2))(x)
x = Conv2D(f[-i], (3, 3), padding="same")(x)
#x = BatchNormalization()(x)
#x = layers.BatchNormalization()
x = Activation("relu")(x)
x = Concatenate()([x, x_skip])
x = Conv2D(f[-i], (3, 3), padding="same")(x)
#x = BatchNormalization()(x)
#x = layers.BatchNormalization()
x = Activation("relu")(x)
x = Conv2D(f[-i], (3, 3), padding="same")(x)
#x = BatchNormalization()(x)
#x = layers.BatchNormalization()
x = Activation("relu")(x)
x = Conv2D(f[-i], (3, 3), padding="same")(x)
#x = BatchNormalization()(x)
#x = layers.BatchNormalization()
x = Activation("relu")(x)
x = Conv2D(1, (1, 1), padding="same")(x)
x = Activation("sigmoid")(x)
x = Reshape((IMAGE_HEIGHT, IMAGE_WIDTH))(x)
model = Model(inputs=encoder.input, outputs=x)
1 WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.convolution_28), but are not present in its tracked objects: <tf.Variable 'conv2d_28/kernel:0' shape=(3, 3, 2048, 256) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.bias_add_28), but are not present in its tracked objects: <tf.Variable 'conv2d_28/bias:0' shape=(256,) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.convolution_29), but are not present in its tracked objects: <tf.Variable 'conv2d_29/kernel:0' shape=(3, 3, 1280, 256) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.bias_add_29), but are not present in its tracked objects: <tf.Variable 'conv2d_29/bias:0' shape=(256,) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.convolution_30), but are not present in its tracked objects: <tf.Variable 'conv2d_30/kernel:0' shape=(3, 3, 256, 256) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.bias_add_30), but are not present in its tracked objects: <tf.Variable 'conv2d_30/bias:0' shape=(256,) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.convolution_31), but are not present in its tracked objects: <tf.Variable 'conv2d_31/kernel:0' shape=(3, 3, 256, 256) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.bias_add_31), but are not present in its tracked objects: <tf.Variable 'conv2d_31/bias:0' shape=(256,) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. 2 WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.convolution_32), but are not present in its tracked objects: <tf.Variable 'conv2d_32/kernel:0' shape=(3, 3, 256, 128) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.bias_add_32), but are not present in its tracked objects: <tf.Variable 'conv2d_32/bias:0' shape=(128,) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.convolution_33), but are not present in its tracked objects: <tf.Variable 'conv2d_33/kernel:0' shape=(3, 3, 640, 128) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.bias_add_33), but are not present in its tracked objects: <tf.Variable 'conv2d_33/bias:0' shape=(128,) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.convolution_34), but are not present in its tracked objects: <tf.Variable 'conv2d_34/kernel:0' shape=(3, 3, 128, 128) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.bias_add_34), but are not present in its tracked objects: <tf.Variable 'conv2d_34/bias:0' shape=(128,) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.convolution_35), but are not present in its tracked objects: <tf.Variable 'conv2d_35/kernel:0' shape=(3, 3, 128, 128) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.bias_add_35), but are not present in its tracked objects: <tf.Variable 'conv2d_35/bias:0' shape=(128,) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. 3 WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.convolution_36), but are not present in its tracked objects: <tf.Variable 'conv2d_36/kernel:0' shape=(3, 3, 128, 64) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.bias_add_36), but are not present in its tracked objects: <tf.Variable 'conv2d_36/bias:0' shape=(64,) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.convolution_37), but are not present in its tracked objects: <tf.Variable 'conv2d_37/kernel:0' shape=(3, 3, 320, 64) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.bias_add_37), but are not present in its tracked objects: <tf.Variable 'conv2d_37/bias:0' shape=(64,) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.convolution_38), but are not present in its tracked objects: <tf.Variable 'conv2d_38/kernel:0' shape=(3, 3, 64, 64) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.bias_add_38), but are not present in its tracked objects: <tf.Variable 'conv2d_38/bias:0' shape=(64,) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.convolution_39), but are not present in its tracked objects: <tf.Variable 'conv2d_39/kernel:0' shape=(3, 3, 64, 64) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.bias_add_39), but are not present in its tracked objects: <tf.Variable 'conv2d_39/bias:0' shape=(64,) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. 4 WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.convolution_40), but are not present in its tracked objects: <tf.Variable 'conv2d_40/kernel:0' shape=(3, 3, 64, 32) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.bias_add_40), but are not present in its tracked objects: <tf.Variable 'conv2d_40/bias:0' shape=(32,) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.convolution_41), but are not present in its tracked objects: <tf.Variable 'conv2d_41/kernel:0' shape=(3, 3, 96, 32) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.bias_add_41), but are not present in its tracked objects: <tf.Variable 'conv2d_41/bias:0' shape=(32,) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.convolution_42), but are not present in its tracked objects: <tf.Variable 'conv2d_42/kernel:0' shape=(3, 3, 32, 32) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.bias_add_42), but are not present in its tracked objects: <tf.Variable 'conv2d_42/bias:0' shape=(32,) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.convolution_43), but are not present in its tracked objects: <tf.Variable 'conv2d_43/kernel:0' shape=(3, 3, 32, 32) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.bias_add_43), but are not present in its tracked objects: <tf.Variable 'conv2d_43/bias:0' shape=(32,) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. 5 WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.convolution_44), but are not present in its tracked objects: <tf.Variable 'conv2d_44/kernel:0' shape=(3, 3, 32, 16) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.bias_add_44), but are not present in its tracked objects: <tf.Variable 'conv2d_44/bias:0' shape=(16,) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.convolution_45), but are not present in its tracked objects: <tf.Variable 'conv2d_45/kernel:0' shape=(3, 3, 19, 16) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.bias_add_45), but are not present in its tracked objects: <tf.Variable 'conv2d_45/bias:0' shape=(16,) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.convolution_46), but are not present in its tracked objects: <tf.Variable 'conv2d_46/kernel:0' shape=(3, 3, 16, 16) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.bias_add_46), but are not present in its tracked objects: <tf.Variable 'conv2d_46/bias:0' shape=(16,) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.convolution_47), but are not present in its tracked objects: <tf.Variable 'conv2d_47/kernel:0' shape=(3, 3, 16, 16) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.bias_add_47), but are not present in its tracked objects: <tf.Variable 'conv2d_47/bias:0' shape=(16,) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.convolution_48), but are not present in its tracked objects: <tf.Variable 'conv2d_48/kernel:0' shape=(1, 1, 16, 1) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer. WARNING:tensorflow: The following Variables were used a Lambda layer's call (tf.nn.bias_add_48), but are not present in its tracked objects: <tf.Variable 'conv2d_48/bias:0' shape=(1,) dtype=float32> It is possible that this is intended behavior, but it is more likely an omission. This is a strong indication that this layer should be formulated as a subclassed Layer rather than a Lambda layer.
from keras import layers
inputs = keras.Input(shape=(128,128,3))
### [First half of the network: downsampling inputs] ###
# Entry block
x = layers.Conv2D(32, 3, strides=2, padding="same")(inputs)
x = layers.BatchNormalization()(x)
x = layers.Activation("relu")(x)
previous_block_activation = x # Set aside residual
# Blocks 1, 2, 3 are identical apart from the feature depth.
for filters in [64, 128, 256]:
x = layers.Activation("relu")(x)
x = layers.SeparableConv2D(filters, 3, padding="same")(x)
x = layers.BatchNormalization()(x)
x = layers.Activation("relu")(x)
x = layers.SeparableConv2D(filters, 3, padding="same")(x)
x = layers.BatchNormalization()(x)
x = layers.MaxPooling2D(3, strides=2, padding="same")(x)
# Project residual
residual = layers.Conv2D(filters, 1, strides=2, padding="same")(
previous_block_activation
)
x = layers.add([x, residual]) # Add back residual
previous_block_activation = x # Set aside next residual
### [Second half of the network: upsampling inputs] ###
for filters in [256, 128, 64, 32]:
x = layers.Activation("relu")(x)
x = layers.Conv2DTranspose(filters, 3, padding="same")(x)
x = layers.BatchNormalization()(x)
x = layers.Activation("relu")(x)
x = layers.Conv2DTranspose(filters, 3, padding="same")(x)
x = layers.BatchNormalization()(x)
x = layers.UpSampling2D(2)(x)
# Project residual
residual = layers.UpSampling2D(2)(previous_block_activation)
residual = layers.Conv2D(filters, 1, padding="same")(residual)
x = layers.add([x, residual]) # Add back residual
previous_block_activation = x # Set aside next residual
# Add a per-pixel classification layer
outputs = layers.Conv2D(1,1, activation="softmax", padding="same")(x)
# Define the model
model = keras.Model(inputs, outputs)
model.summary()
Model: "model_1"
__________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
==================================================================================================
input_9 (InputLayer) (None, 128, 128, 3) 0
__________________________________________________________________________________________________
conv2d_22 (Conv2D) (None, 64, 64, 32) 896 input_9[0][0]
__________________________________________________________________________________________________
batch_normalization_20 (BatchNo (None, 64, 64, 32) 128 conv2d_22[0][0]
__________________________________________________________________________________________________
activation_25 (Activation) (None, 64, 64, 32) 0 batch_normalization_20[0][0]
__________________________________________________________________________________________________
activation_26 (Activation) (None, 64, 64, 32) 0 activation_25[0][0]
__________________________________________________________________________________________________
separable_conv2d_7 (SeparableCo (None, 64, 64, 64) 2400 activation_26[0][0]
__________________________________________________________________________________________________
batch_normalization_21 (BatchNo (None, 64, 64, 64) 256 separable_conv2d_7[0][0]
__________________________________________________________________________________________________
activation_27 (Activation) (None, 64, 64, 64) 0 batch_normalization_21[0][0]
__________________________________________________________________________________________________
separable_conv2d_8 (SeparableCo (None, 64, 64, 64) 4736 activation_27[0][0]
__________________________________________________________________________________________________
batch_normalization_22 (BatchNo (None, 64, 64, 64) 256 separable_conv2d_8[0][0]
__________________________________________________________________________________________________
max_pooling2d_4 (MaxPooling2D) (None, 32, 32, 64) 0 batch_normalization_22[0][0]
__________________________________________________________________________________________________
conv2d_23 (Conv2D) (None, 32, 32, 64) 2112 activation_25[0][0]
__________________________________________________________________________________________________
add_20 (Add) (None, 32, 32, 64) 0 max_pooling2d_4[0][0]
conv2d_23[0][0]
__________________________________________________________________________________________________
activation_28 (Activation) (None, 32, 32, 64) 0 add_20[0][0]
__________________________________________________________________________________________________
separable_conv2d_9 (SeparableCo (None, 32, 32, 128) 8896 activation_28[0][0]
__________________________________________________________________________________________________
batch_normalization_23 (BatchNo (None, 32, 32, 128) 512 separable_conv2d_9[0][0]
__________________________________________________________________________________________________
activation_29 (Activation) (None, 32, 32, 128) 0 batch_normalization_23[0][0]
__________________________________________________________________________________________________
separable_conv2d_10 (SeparableC (None, 32, 32, 128) 17664 activation_29[0][0]
__________________________________________________________________________________________________
batch_normalization_24 (BatchNo (None, 32, 32, 128) 512 separable_conv2d_10[0][0]
__________________________________________________________________________________________________
max_pooling2d_5 (MaxPooling2D) (None, 16, 16, 128) 0 batch_normalization_24[0][0]
__________________________________________________________________________________________________
conv2d_24 (Conv2D) (None, 16, 16, 128) 8320 add_20[0][0]
__________________________________________________________________________________________________
add_21 (Add) (None, 16, 16, 128) 0 max_pooling2d_5[0][0]
conv2d_24[0][0]
__________________________________________________________________________________________________
activation_30 (Activation) (None, 16, 16, 128) 0 add_21[0][0]
__________________________________________________________________________________________________
separable_conv2d_11 (SeparableC (None, 16, 16, 256) 34176 activation_30[0][0]
__________________________________________________________________________________________________
batch_normalization_25 (BatchNo (None, 16, 16, 256) 1024 separable_conv2d_11[0][0]
__________________________________________________________________________________________________
activation_31 (Activation) (None, 16, 16, 256) 0 batch_normalization_25[0][0]
__________________________________________________________________________________________________
separable_conv2d_12 (SeparableC (None, 16, 16, 256) 68096 activation_31[0][0]
__________________________________________________________________________________________________
batch_normalization_26 (BatchNo (None, 16, 16, 256) 1024 separable_conv2d_12[0][0]
__________________________________________________________________________________________________
max_pooling2d_6 (MaxPooling2D) (None, 8, 8, 256) 0 batch_normalization_26[0][0]
__________________________________________________________________________________________________
conv2d_25 (Conv2D) (None, 8, 8, 256) 33024 add_21[0][0]
__________________________________________________________________________________________________
add_22 (Add) (None, 8, 8, 256) 0 max_pooling2d_6[0][0]
conv2d_25[0][0]
__________________________________________________________________________________________________
activation_32 (Activation) (None, 8, 8, 256) 0 add_22[0][0]
__________________________________________________________________________________________________
conv2d_transpose_9 (Conv2DTrans (None, 8, 8, 256) 590080 activation_32[0][0]
__________________________________________________________________________________________________
batch_normalization_27 (BatchNo (None, 8, 8, 256) 1024 conv2d_transpose_9[0][0]
__________________________________________________________________________________________________
activation_33 (Activation) (None, 8, 8, 256) 0 batch_normalization_27[0][0]
__________________________________________________________________________________________________
conv2d_transpose_10 (Conv2DTran (None, 8, 8, 256) 590080 activation_33[0][0]
__________________________________________________________________________________________________
batch_normalization_28 (BatchNo (None, 8, 8, 256) 1024 conv2d_transpose_10[0][0]
__________________________________________________________________________________________________
up_sampling2d_13 (UpSampling2D) (None, 16, 16, 256) 0 add_22[0][0]
__________________________________________________________________________________________________
up_sampling2d_12 (UpSampling2D) (None, 16, 16, 256) 0 batch_normalization_28[0][0]
__________________________________________________________________________________________________
conv2d_26 (Conv2D) (None, 16, 16, 256) 65792 up_sampling2d_13[0][0]
__________________________________________________________________________________________________
add_23 (Add) (None, 16, 16, 256) 0 up_sampling2d_12[0][0]
conv2d_26[0][0]
__________________________________________________________________________________________________
activation_34 (Activation) (None, 16, 16, 256) 0 add_23[0][0]
__________________________________________________________________________________________________
conv2d_transpose_11 (Conv2DTran (None, 16, 16, 128) 295040 activation_34[0][0]
__________________________________________________________________________________________________
batch_normalization_29 (BatchNo (None, 16, 16, 128) 512 conv2d_transpose_11[0][0]
__________________________________________________________________________________________________
activation_35 (Activation) (None, 16, 16, 128) 0 batch_normalization_29[0][0]
__________________________________________________________________________________________________
conv2d_transpose_12 (Conv2DTran (None, 16, 16, 128) 147584 activation_35[0][0]
__________________________________________________________________________________________________
batch_normalization_30 (BatchNo (None, 16, 16, 128) 512 conv2d_transpose_12[0][0]
__________________________________________________________________________________________________
up_sampling2d_15 (UpSampling2D) (None, 32, 32, 256) 0 add_23[0][0]
__________________________________________________________________________________________________
up_sampling2d_14 (UpSampling2D) (None, 32, 32, 128) 0 batch_normalization_30[0][0]
__________________________________________________________________________________________________
conv2d_27 (Conv2D) (None, 32, 32, 128) 32896 up_sampling2d_15[0][0]
__________________________________________________________________________________________________
add_24 (Add) (None, 32, 32, 128) 0 up_sampling2d_14[0][0]
conv2d_27[0][0]
__________________________________________________________________________________________________
activation_36 (Activation) (None, 32, 32, 128) 0 add_24[0][0]
__________________________________________________________________________________________________
conv2d_transpose_13 (Conv2DTran (None, 32, 32, 64) 73792 activation_36[0][0]
__________________________________________________________________________________________________
batch_normalization_31 (BatchNo (None, 32, 32, 64) 256 conv2d_transpose_13[0][0]
__________________________________________________________________________________________________
activation_37 (Activation) (None, 32, 32, 64) 0 batch_normalization_31[0][0]
__________________________________________________________________________________________________
conv2d_transpose_14 (Conv2DTran (None, 32, 32, 64) 36928 activation_37[0][0]
__________________________________________________________________________________________________
batch_normalization_32 (BatchNo (None, 32, 32, 64) 256 conv2d_transpose_14[0][0]
__________________________________________________________________________________________________
up_sampling2d_17 (UpSampling2D) (None, 64, 64, 128) 0 add_24[0][0]
__________________________________________________________________________________________________
up_sampling2d_16 (UpSampling2D) (None, 64, 64, 64) 0 batch_normalization_32[0][0]
__________________________________________________________________________________________________
conv2d_28 (Conv2D) (None, 64, 64, 64) 8256 up_sampling2d_17[0][0]
__________________________________________________________________________________________________
add_25 (Add) (None, 64, 64, 64) 0 up_sampling2d_16[0][0]
conv2d_28[0][0]
__________________________________________________________________________________________________
activation_38 (Activation) (None, 64, 64, 64) 0 add_25[0][0]
__________________________________________________________________________________________________
conv2d_transpose_15 (Conv2DTran (None, 64, 64, 32) 18464 activation_38[0][0]
__________________________________________________________________________________________________
batch_normalization_33 (BatchNo (None, 64, 64, 32) 128 conv2d_transpose_15[0][0]
__________________________________________________________________________________________________
activation_39 (Activation) (None, 64, 64, 32) 0 batch_normalization_33[0][0]
__________________________________________________________________________________________________
conv2d_transpose_16 (Conv2DTran (None, 64, 64, 32) 9248 activation_39[0][0]
__________________________________________________________________________________________________
batch_normalization_34 (BatchNo (None, 64, 64, 32) 128 conv2d_transpose_16[0][0]
__________________________________________________________________________________________________
up_sampling2d_19 (UpSampling2D) (None, 128, 128, 64) 0 add_25[0][0]
__________________________________________________________________________________________________
up_sampling2d_18 (UpSampling2D) (None, 128, 128, 32) 0 batch_normalization_34[0][0]
__________________________________________________________________________________________________
conv2d_29 (Conv2D) (None, 128, 128, 32) 2080 up_sampling2d_19[0][0]
__________________________________________________________________________________________________
add_26 (Add) (None, 128, 128, 32) 0 up_sampling2d_18[0][0]
conv2d_29[0][0]
__________________________________________________________________________________________________
conv2d_30 (Conv2D) (None, 128, 128, 1) 33 add_26[0][0]
==================================================================================================
Total params: 2,058,145
Trainable params: 2,054,369
Non-trainable params: 3,776
__________________________________________________________________________________________________
Fitting the train generator data using the model and observing the performance:
model.fit_generator(
train_generator,steps_per_epoch=500,validation_data=(x_test,y_test1),
epochs=10)
/usr/local/lib/python3.7/dist-packages/keras/engine/training.py:1915: UserWarning: `Model.fit_generator` is deprecated and will be removed in a future version. Please use `Model.fit`, which supports generators.
warnings.warn('`Model.fit_generator` is deprecated and '
Epoch 1/10 500/500 [==============================] - 114s 202ms/step - loss: 0.9994 - dice_coefficient: 0.5947 - val_loss: 1.3060 - val_dice_coefficient: 0.4955 Epoch 2/10 500/500 [==============================] - 99s 198ms/step - loss: 0.3643 - dice_coefficient: 0.8058 - val_loss: 1.6803 - val_dice_coefficient: 0.4652 Epoch 3/10 500/500 [==============================] - 97s 194ms/step - loss: 0.3146 - dice_coefficient: 0.8277 - val_loss: 1.3434 - val_dice_coefficient: 0.5141 Epoch 4/10 500/500 [==============================] - 97s 194ms/step - loss: 0.2832 - dice_coefficient: 0.8419 - val_loss: 1.4186 - val_dice_coefficient: 0.4679 Epoch 5/10 500/500 [==============================] - 97s 194ms/step - loss: 0.2538 - dice_coefficient: 0.8574 - val_loss: 1.4455 - val_dice_coefficient: 0.4826 Epoch 6/10 500/500 [==============================] - 97s 195ms/step - loss: 0.2419 - dice_coefficient: 0.8636 - val_loss: 1.4611 - val_dice_coefficient: 0.4734 Epoch 7/10 500/500 [==============================] - 100s 200ms/step - loss: 0.2310 - dice_coefficient: 0.8688 - val_loss: 1.3820 - val_dice_coefficient: 0.5022 Epoch 8/10 500/500 [==============================] - 100s 200ms/step - loss: 0.2134 - dice_coefficient: 0.8770 - val_loss: 1.5203 - val_dice_coefficient: 0.4665 Epoch 9/10 500/500 [==============================] - 99s 198ms/step - loss: 0.2054 - dice_coefficient: 0.8810 - val_loss: 1.4280 - val_dice_coefficient: 0.4887 Epoch 10/10 500/500 [==============================] - 99s 198ms/step - loss: 0.2016 - dice_coefficient: 0.8843 - val_loss: 1.5093 - val_dice_coefficient: 0.4859
<keras.callbacks.History at 0x7ef8f1d35e10>
As seen above, the validation dice coefficient is very less while the train dice coefficient is high.
Using ResNet34 architecture as the backbone:
def double_conv_layer(x, size, dropout=0.0, batch_norm=True):
#if K.image_dim_ordering() == 'th':
# axis = 1
#else:
axis = 3
conv = Conv2D(size, (3, 3), padding='same')(x)
if batch_norm is True:
conv = BatchNormalization(axis=axis)(conv)
conv = Activation('relu')(conv)
#conv = Conv2D(size, (3, 3), padding='same')(conv)
#if batch_norm is True:
# conv = BatchNormalization(axis=axis)(conv)
#conv = Activation('relu')(conv)
if dropout > 0:
conv = SpatialDropout2D(dropout)(conv)
return conv
#if K.image_dim_ordering() == 'th':
# inputs = Input((INPUT_CHANNELS, 224, 224))
# axis = 1
#else:
inputs = Input((IMAGE_HEIGHT, IMAGE_WIDTH, 3))
axis = 3
filters = 64
conv_224 = double_conv_layer(inputs, filters)
pool_112 = MaxPooling2D(pool_size=(2, 2))(conv_224)
conv_112 = double_conv_layer(pool_112, 2*filters)
pool_56 = MaxPooling2D(pool_size=(2, 2))(conv_112)
conv_56 = double_conv_layer(pool_56, 4*filters)
pool_28 = MaxPooling2D(pool_size=(2, 2))(conv_56)
conv_28 = double_conv_layer(pool_28, 8*filters)
pool_14 = MaxPooling2D(pool_size=(2, 2))(conv_28)
conv_14 = double_conv_layer(pool_14, 16*filters)
pool_7 = MaxPooling2D(pool_size=(2, 2))(conv_14)
conv_7 = double_conv_layer(pool_7, 32*filters)
up_14 = concatenate([UpSampling2D(size=(2, 2))(conv_7), conv_14], axis=axis)
up_conv_14 = double_conv_layer(up_14, 16*filters)
up_28 = concatenate([UpSampling2D(size=(2, 2))(up_conv_14), conv_28], axis=axis)
up_conv_28 = double_conv_layer(up_28, 8*filters)
up_56 = concatenate([UpSampling2D(size=(2, 2))(up_conv_28), conv_56], axis=axis)
up_conv_56 = double_conv_layer(up_56, 4*filters)
up_112 = concatenate([UpSampling2D(size=(2, 2))(up_conv_56), conv_112], axis=axis)
up_conv_112 = double_conv_layer(up_112, 2*filters)
up_224 = concatenate([UpSampling2D(size=(2, 2))(up_conv_112), conv_224], axis=axis)
up_conv_224 = double_conv_layer(up_224, filters, 0.2)
conv_final = Conv2D(1, (1, 1))(up_conv_224)
conv_final = Activation('sigmoid')(conv_final)
model = Model(inputs, conv_final)
Fitting the train generator data using the defined model:
model.fit_generator(
train_generator,steps_per_epoch=300,validation_data=(x_test,y_test1),callbacks=[checkpoint, reduce_lr, stop],
use_multiprocessing=True,
epochs=10)
Epoch 1/10 300/300 [==============================] - 71s 236ms/step - loss: 0.7265 - dice_coefficient: 0.6155 - val_loss: 2.0630 - val_dice_coefficient: 0.3827 Epoch 00001: loss improved from inf to 0.72573, saving model to model-0.73.h5 Epoch 2/10 300/300 [==============================] - 68s 227ms/step - loss: 0.4604 - dice_coefficient: 0.7419 - val_loss: 0.7732 - val_dice_coefficient: 0.6369 Epoch 00002: loss improved from 0.72573 to 0.45859, saving model to model-0.46.h5 Epoch 3/10 300/300 [==============================] - 68s 227ms/step - loss: 0.3075 - dice_coefficient: 0.8212 - val_loss: 0.7839 - val_dice_coefficient: 0.6631 Epoch 00003: loss improved from 0.45859 to 0.30568, saving model to model-0.31.h5 Epoch 4/10 300/300 [==============================] - 68s 228ms/step - loss: 0.1927 - dice_coefficient: 0.8843 - val_loss: 1.0110 - val_dice_coefficient: 0.6112 Epoch 00004: loss improved from 0.30568 to 0.19211, saving model to model-0.19.h5 Epoch 5/10 300/300 [==============================] - 68s 227ms/step - loss: 0.1339 - dice_coefficient: 0.9181 - val_loss: 1.1026 - val_dice_coefficient: 0.5775 Epoch 00005: loss improved from 0.19211 to 0.13337, saving model to model-0.13.h5 Epoch 6/10 300/300 [==============================] - 68s 227ms/step - loss: 0.1120 - dice_coefficient: 0.9310 - val_loss: 0.9623 - val_dice_coefficient: 0.6529 Epoch 00006: loss improved from 0.13337 to 0.11163, saving model to model-0.11.h5 Epoch 7/10 300/300 [==============================] - 68s 227ms/step - loss: 0.0765 - dice_coefficient: 0.9522 - val_loss: 0.8678 - val_dice_coefficient: 0.6955 Epoch 00007: loss improved from 0.11163 to 0.07638, saving model to model-0.08.h5 Epoch 8/10 300/300 [==============================] - 68s 227ms/step - loss: 0.0625 - dice_coefficient: 0.9607 - val_loss: 0.9552 - val_dice_coefficient: 0.6763 Epoch 00008: loss improved from 0.07638 to 0.06217, saving model to model-0.06.h5 Epoch 9/10 300/300 [==============================] - 68s 227ms/step - loss: 0.0498 - dice_coefficient: 0.9685 - val_loss: 0.9562 - val_dice_coefficient: 0.6810 Epoch 00009: loss improved from 0.06217 to 0.04972, saving model to model-0.05.h5 Epoch 10/10 300/300 [==============================] - 68s 227ms/step - loss: 0.0479 - dice_coefficient: 0.9697 - val_loss: 0.9257 - val_dice_coefficient: 0.7041 Epoch 00010: loss improved from 0.04972 to 0.04777, saving model to model-0.05.h5
<keras.callbacks.callbacks.History at 0x7f7ac6172dd0>
model.fit_generator(
train_generator,steps_per_epoch=300,validation_data=(x_test,y_test1),callbacks=[checkpoint, reduce_lr, stop],
use_multiprocessing=True,
epochs=10)
Epoch 1/10 300/300 [==============================] - 72s 239ms/step - loss: 1.0812 - dice_coefficient: 0.4898 - val_loss: 2.7844 - val_dice_coefficient: 0.4413 Epoch 00001: loss did not improve from 0.03719 Epoch 2/10 300/300 [==============================] - 67s 225ms/step - loss: 0.6460 - dice_coefficient: 0.6550 - val_loss: 0.8150 - val_dice_coefficient: 0.6250 Epoch 00002: loss did not improve from 0.03719 Epoch 3/10 300/300 [==============================] - 69s 230ms/step - loss: 0.4896 - dice_coefficient: 0.7292 - val_loss: 0.9664 - val_dice_coefficient: 0.5693 Epoch 00003: loss did not improve from 0.03719 Epoch 4/10 300/300 [==============================] - 68s 227ms/step - loss: 0.3701 - dice_coefficient: 0.7893 - val_loss: 0.8958 - val_dice_coefficient: 0.6397 Epoch 00004: loss did not improve from 0.03719 Epoch 5/10 300/300 [==============================] - 68s 227ms/step - loss: 0.2857 - dice_coefficient: 0.8338 - val_loss: 1.1348 - val_dice_coefficient: 0.5508 Epoch 00005: loss did not improve from 0.03719 Epoch 6/10 300/300 [==============================] - 68s 227ms/step - loss: 0.2283 - dice_coefficient: 0.8651 - val_loss: 0.8393 - val_dice_coefficient: 0.6776 Epoch 00006: loss did not improve from 0.03719 Epoch 7/10 300/300 [==============================] - 68s 226ms/step - loss: 0.1835 - dice_coefficient: 0.8902 - val_loss: 0.9783 - val_dice_coefficient: 0.6133 Epoch 00007: loss did not improve from 0.03719 Epoch 8/10 300/300 [==============================] - 68s 227ms/step - loss: 0.1480 - dice_coefficient: 0.9107 - val_loss: 0.9300 - val_dice_coefficient: 0.6774 Epoch 00008: loss did not improve from 0.03719 Epoch 9/10 300/300 [==============================] - 68s 228ms/step - loss: 0.1217 - dice_coefficient: 0.9261 - val_loss: 0.9181 - val_dice_coefficient: 0.6806 Epoch 00009: loss did not improve from 0.03719 Epoch 10/10 300/300 [==============================] - 68s 227ms/step - loss: 0.1012 - dice_coefficient: 0.9381 - val_loss: 1.0521 - val_dice_coefficient: 0.6551 Epoch 00010: loss did not improve from 0.03719
<keras.callbacks.callbacks.History at 0x7f791457eb50>
optim = Adam(lr=1e-3)
# else:
# optim = Adam(lr=learning_rate)
model.compile(optimizer=optim, loss=loss, metrics=[dice_coefficient])
callbacks = [
ReduceLROnPlateau(monitor='val_loss', factor=0.5, patience=5, min_lr=1e-9, epsilon=0.00001, verbose=1, mode='min'),
# EarlyStopping(monitor='val_loss', patience=patience, verbose=0),
ModelCheckpoint('unet_128_temp.h5', monitor='val_loss', save_best_only=True, verbose=0),
]
/tensorflow-1.15.2/python3.7/keras/callbacks/callbacks.py:998: UserWarning: `epsilon` argument is deprecated and will be removed, use `min_delta` instead.
warnings.warn('`epsilon` argument is deprecated and '
model.evaluate(x_test,y_test1)
41/41 [==============================] - 0s 3ms/step
[1.0509547998265523, 0.6645277142524719]
inputs = Input((IMAGE_HEIGHT, IMAGE_WIDTH, 3))
#s = Lambda(lambda x: x / 255) (inputs)
conv1 = Conv2D(16, (3, 3), activation='relu', padding='same')(inputs)
conv1 = Conv2D(16, (3, 3), activation='relu', padding='same')(conv1)
pool1 = MaxPooling2D(pool_size=(2, 2))(conv1)
conv2 = Conv2D(32, (3, 3), activation='relu', padding='same')(pool1)
conv2 = Conv2D(32, (3, 3), activation='relu', padding='same')(conv2)
pool2 = MaxPooling2D(pool_size=(2, 2))(conv2)
conv3 = Conv2D(64, (3, 3), activation='relu', padding='same')(pool2)
conv3 = Conv2D(64, (3, 3), activation='relu', padding='same')(conv3)
pool3 = MaxPooling2D(pool_size=(2, 2))(conv3)
conv4 = Conv2D(128, (3, 3), activation='relu', padding='same')(pool3)
conv4 = Conv2D(128, (3, 3), activation='relu', padding='same')(conv4)
pool4 = MaxPooling2D(pool_size=(2, 2))(conv4)
conv5 = Conv2D(256, (3, 3), activation='relu', padding='same')(pool4)
conv5 = Conv2D(256, (3, 3), activation='relu', padding='same')(conv5)
up6 = concatenate([Conv2DTranspose(256, (2, 2), strides=(2, 2), padding='same')(conv5), conv4], axis=3)
conv6 = Conv2D(128, (3, 3), activation='relu', padding='same')(up6)
conv6 = Conv2D(128, (3, 3), activation='relu', padding='same')(conv6)
up7 = concatenate([Conv2DTranspose(128, (2, 2), strides=(2, 2), padding='same')(conv6), conv3], axis=3)
conv7 = Conv2D(64, (3, 3), activation='relu', padding='same')(up7)
conv7 = Conv2D(64, (3, 3), activation='relu', padding='same')(conv7)
up8 = concatenate([Conv2DTranspose(64, (2, 2), strides=(2, 2), padding='same')(conv7), conv2], axis=3)
conv8 = Conv2D(32, (3, 3), activation='relu', padding='same')(up8)
conv8 = Conv2D(32, (3, 3), activation='relu', padding='same')(conv8)
up9 = concatenate([Conv2DTranspose(32, (2, 2), strides=(2, 2), padding='same')(conv8), conv1], axis=3)
conv9 = Conv2D(16, (3, 3), activation='relu', padding='same')(up9)
conv9 = Conv2D(16, (3, 3), activation='relu', padding='same')(conv9)
conv10 = Conv2D(1, (1, 1), activation='sigmoid')(conv9)
model = Model(inputs=[inputs], outputs=[conv10])
model.compile(optimizer='adam', loss=loss, metrics=[dice_coefficient])
model.summary()
Model: "model_2"
__________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
==================================================================================================
input_2 (InputLayer) (None, 224, 224, 3) 0
__________________________________________________________________________________________________
conv2d_20 (Conv2D) (None, 224, 224, 16) 448 input_2[0][0]
__________________________________________________________________________________________________
conv2d_21 (Conv2D) (None, 224, 224, 16) 2320 conv2d_20[0][0]
__________________________________________________________________________________________________
max_pooling2d_5 (MaxPooling2D) (None, 112, 112, 16) 0 conv2d_21[0][0]
__________________________________________________________________________________________________
conv2d_22 (Conv2D) (None, 112, 112, 32) 4640 max_pooling2d_5[0][0]
__________________________________________________________________________________________________
conv2d_23 (Conv2D) (None, 112, 112, 32) 9248 conv2d_22[0][0]
__________________________________________________________________________________________________
max_pooling2d_6 (MaxPooling2D) (None, 56, 56, 32) 0 conv2d_23[0][0]
__________________________________________________________________________________________________
conv2d_24 (Conv2D) (None, 56, 56, 64) 18496 max_pooling2d_6[0][0]
__________________________________________________________________________________________________
conv2d_25 (Conv2D) (None, 56, 56, 64) 36928 conv2d_24[0][0]
__________________________________________________________________________________________________
max_pooling2d_7 (MaxPooling2D) (None, 28, 28, 64) 0 conv2d_25[0][0]
__________________________________________________________________________________________________
conv2d_26 (Conv2D) (None, 28, 28, 128) 73856 max_pooling2d_7[0][0]
__________________________________________________________________________________________________
conv2d_27 (Conv2D) (None, 28, 28, 128) 147584 conv2d_26[0][0]
__________________________________________________________________________________________________
max_pooling2d_8 (MaxPooling2D) (None, 14, 14, 128) 0 conv2d_27[0][0]
__________________________________________________________________________________________________
conv2d_28 (Conv2D) (None, 14, 14, 256) 295168 max_pooling2d_8[0][0]
__________________________________________________________________________________________________
conv2d_29 (Conv2D) (None, 14, 14, 256) 590080 conv2d_28[0][0]
__________________________________________________________________________________________________
conv2d_transpose_5 (Conv2DTrans (None, 28, 28, 256) 262400 conv2d_29[0][0]
__________________________________________________________________________________________________
concatenate_5 (Concatenate) (None, 28, 28, 384) 0 conv2d_transpose_5[0][0]
conv2d_27[0][0]
__________________________________________________________________________________________________
conv2d_30 (Conv2D) (None, 28, 28, 128) 442496 concatenate_5[0][0]
__________________________________________________________________________________________________
conv2d_31 (Conv2D) (None, 28, 28, 128) 147584 conv2d_30[0][0]
__________________________________________________________________________________________________
conv2d_transpose_6 (Conv2DTrans (None, 56, 56, 128) 65664 conv2d_31[0][0]
__________________________________________________________________________________________________
concatenate_6 (Concatenate) (None, 56, 56, 192) 0 conv2d_transpose_6[0][0]
conv2d_25[0][0]
__________________________________________________________________________________________________
conv2d_32 (Conv2D) (None, 56, 56, 64) 110656 concatenate_6[0][0]
__________________________________________________________________________________________________
conv2d_33 (Conv2D) (None, 56, 56, 64) 36928 conv2d_32[0][0]
__________________________________________________________________________________________________
conv2d_transpose_7 (Conv2DTrans (None, 112, 112, 64) 16448 conv2d_33[0][0]
__________________________________________________________________________________________________
concatenate_7 (Concatenate) (None, 112, 112, 96) 0 conv2d_transpose_7[0][0]
conv2d_23[0][0]
__________________________________________________________________________________________________
conv2d_34 (Conv2D) (None, 112, 112, 32) 27680 concatenate_7[0][0]
__________________________________________________________________________________________________
conv2d_35 (Conv2D) (None, 112, 112, 32) 9248 conv2d_34[0][0]
__________________________________________________________________________________________________
conv2d_transpose_8 (Conv2DTrans (None, 224, 224, 32) 4128 conv2d_35[0][0]
__________________________________________________________________________________________________
concatenate_8 (Concatenate) (None, 224, 224, 48) 0 conv2d_transpose_8[0][0]
conv2d_21[0][0]
__________________________________________________________________________________________________
conv2d_36 (Conv2D) (None, 224, 224, 16) 6928 concatenate_8[0][0]
__________________________________________________________________________________________________
conv2d_37 (Conv2D) (None, 224, 224, 16) 2320 conv2d_36[0][0]
__________________________________________________________________________________________________
conv2d_38 (Conv2D) (None, 224, 224, 1) 17 conv2d_37[0][0]
==================================================================================================
Total params: 2,311,265
Trainable params: 2,311,265
Non-trainable params: 0
__________________________________________________________________________________________________
model.fit_generator(
train_generator,
epochs=10,validation_data=(x_test,y_test1),
steps_per_epoch=300,
verbose=1)
Epoch 1/10 300/300 [==============================] - 110s 367ms/step - loss: 1.5275 - dice_coefficient: 0.3595 - val_loss: 1.0185 - val_dice_coefficient: 0.5000 Epoch 2/10 300/300 [==============================] - 109s 362ms/step - loss: 0.9690 - dice_coefficient: 0.5211 - val_loss: 0.8989 - val_dice_coefficient: 0.5425 Epoch 3/10 300/300 [==============================] - 109s 362ms/step - loss: 0.7137 - dice_coefficient: 0.6271 - val_loss: 0.8331 - val_dice_coefficient: 0.6006 Epoch 4/10 300/300 [==============================] - 109s 364ms/step - loss: 0.4524 - dice_coefficient: 0.7509 - val_loss: 0.9647 - val_dice_coefficient: 0.5769 Epoch 5/10 300/300 [==============================] - 109s 363ms/step - loss: 0.2573 - dice_coefficient: 0.8512 - val_loss: 0.9828 - val_dice_coefficient: 0.5970 Epoch 6/10 300/300 [==============================] - 109s 363ms/step - loss: 0.1625 - dice_coefficient: 0.9032 - val_loss: 1.0245 - val_dice_coefficient: 0.6094 Epoch 7/10 300/300 [==============================] - 110s 366ms/step - loss: 0.1183 - dice_coefficient: 0.9282 - val_loss: 1.1226 - val_dice_coefficient: 0.5973 Epoch 8/10 300/300 [==============================] - 108s 362ms/step - loss: 0.0952 - dice_coefficient: 0.9417 - val_loss: 1.1084 - val_dice_coefficient: 0.6165 Epoch 9/10 300/300 [==============================] - 109s 364ms/step - loss: 0.0814 - dice_coefficient: 0.9498 - val_loss: 1.0859 - val_dice_coefficient: 0.6202 Epoch 10/10 300/300 [==============================] - 109s 365ms/step - loss: 0.0739 - dice_coefficient: 0.9542 - val_loss: 1.2603 - val_dice_coefficient: 0.5965
<keras.callbacks.callbacks.History at 0x7fb0899eda90>
model.evaluate(x_train,y_train1)
368/368 [==============================] - 0s 1ms/step
[0.35351627676383307, 0.7987766265869141]
train=list(val_generator)
Part 2: i) Importing the data:
!gdown https://drive.google.com/u/0/uc?id=1uZfN_ViY8E6ypUk4ZJEdKTybTh8Nm6DA&export=download
Downloading... From: https://drive.google.com/u/0/uc?id=1uZfN_ViY8E6ypUk4ZJEdKTybTh8Nm6DA To: /content/Part 3 - Aligned Face Dataset from Pinterest.zip 479MB [00:05, 82.5MB/s]
!gdown https://drive.google.com/u/0/uc?id=1rx5gAZvHqGkGsfzWz2D5cOijKFrrXzP4&export=download
Downloading... From: https://drive.google.com/u/0/uc?id=1rx5gAZvHqGkGsfzWz2D5cOijKFrrXzP4 To: /content/Part 3 - vgg_face_weights.h5 580MB [00:07, 88.0MB/s]
Unzipping the data:
!unzip '/content/Part 3 - Aligned Face Dataset from Pinterest.zip'
Streaming output truncated to the last 5000 lines.
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Creating the metadata:
import os.path
class IdentityMetadata():
def __init__(self, base, name, file):
# dataset base directory
self.base = base
# identity name
self.name = name
# image file name
self.file = file
def __repr__(self):
return self.image_path()
def image_path(self):
return os.path.join(self.base, self.name, self.file)
def load_metadata(path):
metadata = []
for i in os.listdir(path):
for f in os.listdir(os.path.join(path, i)):
metadata.append(IdentityMetadata(path, i, f))
return np.array(metadata)
metadata = load_metadata('/content/PINS')
metadata.shape[0]
10770
for i in range(10):
print(str(metadata[i]))
img=cv2.imread(str(metadata[i]))
plt.imshow(img)
plt.show()
/content/PINS/pins_Anna Gunn/Anna Gunn121_2331.jpg
/content/PINS/pins_Anna Gunn/Anna Gunn99_2266.jpg
/content/PINS/pins_Anna Gunn/Anna Gunn5_2318.jpg
/content/PINS/pins_Anna Gunn/Anna Gunn36_2303.jpg
/content/PINS/pins_Anna Gunn/Anna Gunn199_2269.jpg
/content/PINS/pins_Anna Gunn/Anna Gunn156_2288.jpg
/content/PINS/pins_Anna Gunn/Anna Gunn163_2312.jpg
/content/PINS/pins_Anna Gunn/Anna Gunn93_2286.jpg
/content/PINS/pins_Anna Gunn/Anna Gunn125_2314.jpg
/content/PINS/pins_Anna Gunn/Anna Gunn24_2281.jpg
Defining data generator for positive,negative and anchor images:
def triplet_generator():
''' Dummy triplet generator for API usage demo only.
Will be replaced by a version that uses real image data later.
:return: a batch of (anchor, positive, negative) triplets
'''
while True:
a_batch = np.random.rand(4, 96, 96, 3)
p_batch = np.random.rand(4, 96, 96, 3)
n_batch = np.random.rand(4, 96, 96, 3)
yield [a_batch , p_batch, n_batch], None
str(metadata[0])
'/content/PINS/pins_elizabeth olsen face/elizabeth olsen face177.jpg'
img=cv2.imread(str(metadata[0]))
img.shape
(299, 299, 3)
!pip install dlib
Requirement already satisfied: dlib in /usr/local/lib/python3.7/dist-packages (19.18.0)
from
import matplotlib.pyplot as plt
import matplotlib.patches as patches
#import AlignDlib
import dlib
%matplotlib inline
Defining the preprocessing class for preprocessing the images:
TEMPLATE = np.float32([
(0.0792396913815, 0.339223741112), (0.0829219487236, 0.456955367943),
(0.0967927109165, 0.575648016728), (0.122141515615, 0.691921601066),
(0.168687863544, 0.800341263616), (0.239789390707, 0.895732504778),
(0.325662452515, 0.977068762493), (0.422318282013, 1.04329000149),
(0.531777802068, 1.06080371126), (0.641296298053, 1.03981924107),
(0.738105872266, 0.972268833998), (0.824444363295, 0.889624082279),
(0.894792677532, 0.792494155836), (0.939395486253, 0.681546643421),
(0.96111933829, 0.562238253072), (0.970579841181, 0.441758925744),
(0.971193274221, 0.322118743967), (0.163846223133, 0.249151738053),
(0.21780354657, 0.204255863861), (0.291299351124, 0.192367318323),
(0.367460241458, 0.203582210627), (0.4392945113, 0.233135599851),
(0.586445962425, 0.228141644834), (0.660152671635, 0.195923841854),
(0.737466449096, 0.182360984545), (0.813236546239, 0.192828009114),
(0.8707571886, 0.235293377042), (0.51534533827, 0.31863546193),
(0.516221448289, 0.396200446263), (0.517118861835, 0.473797687758),
(0.51816430343, 0.553157797772), (0.433701156035, 0.604054457668),
(0.475501237769, 0.62076344024), (0.520712933176, 0.634268222208),
(0.565874114041, 0.618796581487), (0.607054002672, 0.60157671656),
(0.252418718401, 0.331052263829), (0.298663015648, 0.302646354002),
(0.355749724218, 0.303020650651), (0.403718978315, 0.33867711083),
(0.352507175597, 0.349987615384), (0.296791759886, 0.350478978225),
(0.631326076346, 0.334136672344), (0.679073381078, 0.29645404267),
(0.73597236153, 0.294721285802), (0.782865376271, 0.321305281656),
(0.740312274764, 0.341849376713), (0.68499850091, 0.343734332172),
(0.353167761422, 0.746189164237), (0.414587777921, 0.719053835073),
(0.477677654595, 0.706835892494), (0.522732900812, 0.717092275768),
(0.569832064287, 0.705414478982), (0.635195811927, 0.71565572516),
(0.69951672331, 0.739419187253), (0.639447159575, 0.805236879972),
(0.576410514055, 0.835436670169), (0.525398405766, 0.841706377792),
(0.47641545769, 0.837505914975), (0.41379548902, 0.810045601727),
(0.380084785646, 0.749979603086), (0.477955996282, 0.74513234612),
(0.523389793327, 0.748924302636), (0.571057789237, 0.74332894691),
(0.672409137852, 0.744177032192), (0.572539621444, 0.776609286626),
(0.5240106503, 0.783370783245), (0.477561227414, 0.778476346951)])
TPL_MIN, TPL_MAX = np.min(TEMPLATE, axis=0), np.max(TEMPLATE, axis=0)
MINMAX_TEMPLATE = (TEMPLATE - TPL_MIN) / (TPL_MAX - TPL_MIN)
class AlignDlib:
"""
Use `dlib's landmark estimation <http://blog.dlib.net/2014/08/real-time-face-pose-estimation.html>`_ to align faces.
The alignment preprocess faces for input into a neural network.
Faces are resized to the same size (such as 96x96) and transformed
to make landmarks (such as the eyes and nose) appear at the same
location on every image.
Normalized landmarks:
.. image:: ../images/dlib-landmark-mean.png
"""
#: Landmark indices.
INNER_EYES_AND_BOTTOM_LIP = [39, 42, 57]
OUTER_EYES_AND_NOSE = [36, 45, 33]
def __init__(self, facePredictor):
"""
Instantiate an 'AlignDlib' object.
:param facePredictor: The path to dlib's
:type facePredictor: str
"""
assert facePredictor is not None
self.detector = dlib.get_frontal_face_detector()
self.predictor = dlib.shape_predictor(facePredictor)
def getAllFaceBoundingBoxes(self, rgbImg):
"""
Find all face bounding boxes in an image.
:param rgbImg: RGB image to process. Shape: (height, width, 3)
:type rgbImg: numpy.ndarray
:return: All face bounding boxes in an image.
:rtype: dlib.rectangles
"""
assert rgbImg is not None
try:
return self.detector(rgbImg, 1)
except Exception as e:
print("Warning: {}".format(e))
# In rare cases, exceptions are thrown.
return []
def getLargestFaceBoundingBox(self, rgbImg, skipMulti=False):
"""
Find the largest face bounding box in an image.
:param rgbImg: RGB image to process. Shape: (height, width, 3)
:type rgbImg: numpy.ndarray
:param skipMulti: Skip image if more than one face detected.
:type skipMulti: bool
:return: The largest face bounding box in an image, or None.
:rtype: dlib.rectangle
"""
assert rgbImg is not None
faces = self.getAllFaceBoundingBoxes(rgbImg)
if (not skipMulti and len(faces) > 0) or len(faces) == 1:
return max(faces, key=lambda rect: rect.width() * rect.height())
else:
return None
def findLandmarks(self, rgbImg, bb):
"""
Find the landmarks of a face.
:param rgbImg: RGB image to process. Shape: (height, width, 3)
:type rgbImg: numpy.ndarray
:param bb: Bounding box around the face to find landmarks for.
:type bb: dlib.rectangle
:return: Detected landmark locations.
:rtype: list of (x,y) tuples
"""
assert rgbImg is not None
assert bb is not None
points = self.predictor(rgbImg, bb)
return list(map(lambda p: (p.x, p.y), points.parts()))
def align(self, imgDim, rgbImg, bb=None,
landmarks=None, landmarkIndices=INNER_EYES_AND_BOTTOM_LIP,
skipMulti=False):
r"""align(imgDim, rgbImg, bb=None, landmarks=None, landmarkIndices=INNER_EYES_AND_BOTTOM_LIP)
Transform and align a face in an image.
:param imgDim: The edge length in pixels of the square the image is resized to.
:type imgDim: int
:param rgbImg: RGB image to process. Shape: (height, width, 3)
:type rgbImg: numpy.ndarray
:param bb: Bounding box around the face to align. \
Defaults to the largest face.
:type bb: dlib.rectangle
:param landmarks: Detected landmark locations. \
Landmarks found on `bb` if not provided.
:type landmarks: list of (x,y) tuples
:param landmarkIndices: The indices to transform to.
:type landmarkIndices: list of ints
:param skipMulti: Skip image if more than one face detected.
:type skipMulti: bool
:return: The aligned RGB image. Shape: (imgDim, imgDim, 3)
:rtype: numpy.ndarray
"""
assert imgDim is not None
assert rgbImg is not None
assert landmarkIndices is not None
if bb is None:
bb = self.getLargestFaceBoundingBox(rgbImg, skipMulti)
if bb is None:
return
if landmarks is None:
landmarks = self.findLandmarks(rgbImg, bb)
npLandmarks = np.float32(landmarks)
npLandmarkIndices = np.array(landmarkIndices)
H = cv2.getAffineTransform(npLandmarks[npLandmarkIndices],
imgDim * MINMAX_TEMPLATE[npLandmarkIndices])
thumbnail = cv2.warpAffine(rgbImg, H, (imgDim, imgDim))
return thumbnail
!wget http://dlib.net/files/shape_predictor_68_face_landmarks.dat.bz2
!bunzip2 "shape_predictor_68_face_landmarks.dat.bz2"
--2021-06-26 12:31:39-- http://dlib.net/files/shape_predictor_68_face_landmarks.dat.bz2 Resolving dlib.net (dlib.net)... 107.180.26.78 Connecting to dlib.net (dlib.net)|107.180.26.78|:80... connected. HTTP request sent, awaiting response... 200 OK Length: 64040097 (61M) Saving to: ‘shape_predictor_68_face_landmarks.dat.bz2’ shape_predictor_68_ 100%[===================>] 61.07M 25.9MB/s in 2.4s 2021-06-26 12:31:42 (25.9 MB/s) - ‘shape_predictor_68_face_landmarks.dat.bz2’ saved [64040097/64040097]
ERROR: Could not find a version that satisfies the requirement bz2 (from versions: none) ERROR: No matching distribution found for bz2
Aligning faces of the images in the dataset using AlignDib class:
import bz2
import os
from urllib.request import urlopen
def download_landmarks(dst_file):
url = 'http://dlib.net/files/shape_predictor_68_face_landmarks.dat.bz2'
decompressor = bz2.BZ2Decompressor()
with urlopen(url) as src, open(dst_file, 'wb') as dst:
data = src.read(1024)
while len(data) > 0:
dst.write(decompressor.decompress(data))
data = src.read(1024)
dst_dir = 'models'
dst_file = os.path.join(dst_dir, 'landmarks.dat')
if not os.path.exists(dst_file):
os.makedirs(dst_dir)
download_landmarks(dst_file)
def load_image(path):
img = cv2.imread(path, 1)
# OpenCV loads images with color channels
# in BGR order. So we need to reverse them
return img[...,::-1]
# Initialize the OpenFace face alignment utility
alignment = AlignDlib('/content/models/landmarks.dat')
# Load an image of Jacques Chirac
for i in range(0,20):
jc_orig = load_image(metadata[i].image_path())
# Detect face and return bounding box
bb = alignment.getLargestFaceBoundingBox(jc_orig)
# Transform image using specified face landmark indices and crop image to 96x96
jc_aligned = alignment.align(96, jc_orig, bb, landmarkIndices=AlignDlib.OUTER_EYES_AND_NOSE)
# Show original image
plt.subplot(131)
plt.imshow(jc_orig)
# Show original image with bounding box
plt.subplot(132)
plt.imshow(jc_orig)
plt.gca().add_patch(patches.Rectangle((bb.left(), bb.top()), bb.width(), bb.height(), fill=False, color='red'))
# Show aligned image
plt.subplot(133)
plt.imshow(jc_aligned)
plt.show()
--------------------------------------------------------------------------- AttributeError Traceback (most recent call last) <ipython-input-13-917a5db2e5df> in <module>() 25 plt.subplot(132) 26 plt.imshow(jc_orig) ---> 27 plt.gca().add_patch(patches.Rectangle((bb.left(), bb.top()), bb.width(), bb.height(), fill=False, color='red')) 28 29 # Show aligned image AttributeError: 'NoneType' object has no attribute 'left'
Using inception network architecture:
from keras.layers import Conv2D, ZeroPadding2D, Activation
from keras.layers.normalization import BatchNormalization
_FLOATX = 'float32'
def variable(value, dtype=_FLOATX, name=None):
v = tf.Variable(np.asarray(value, dtype=dtype), name=name)
_get_session().run(v.initializer)
return v
def shape(x):
return x.get_shape()
def square(x):
return tf.square(x)
def zeros(shape, dtype=_FLOATX, name=None):
return variable(np.zeros(shape), dtype, name)
def concatenate(tensors, axis=-1):
if axis < 0:
axis = axis % len(tensors[0].get_shape())
return tf.concat(axis, tensors)
def LRN2D(x):
return tf.nn.lrn(x, alpha=1e-4, beta=0.75)
def conv2d_bn(
x,
layer=None,
cv1_out=None,
cv1_filter=(1, 1),
cv1_strides=(1, 1),
cv2_out=None,
cv2_filter=(3, 3),
cv2_strides=(1, 1),
padding=None,
):
num = '' if cv2_out == None else '1'
tensor = Conv2D(cv1_out, cv1_filter, strides=cv1_strides, name=layer+'_conv'+num)(x)
tensor = BatchNormalization(axis=3, epsilon=0.00001, name=layer+'_bn'+num)(tensor)
tensor = Activation('relu')(tensor)
if padding == None:
return tensor
tensor = ZeroPadding2D(padding=padding)(tensor)
if cv2_out == None:
return tensor
tensor = Conv2D(cv2_out, cv2_filter, strides=cv2_strides, name=layer+'_conv'+'2')(tensor)
tensor = BatchNormalization(axis=3, epsilon=0.00001, name=layer+'_bn'+'2')(tensor)
tensor = Activation('relu')(tensor)
return tensor
weights = [
'conv1', 'bn1', 'conv2', 'bn2', 'conv3', 'bn3',
'inception_3a_1x1_conv', 'inception_3a_1x1_bn',
'inception_3a_pool_conv', 'inception_3a_pool_bn',
'inception_3a_5x5_conv1', 'inception_3a_5x5_conv2', 'inception_3a_5x5_bn1', 'inception_3a_5x5_bn2',
'inception_3a_3x3_conv1', 'inception_3a_3x3_conv2', 'inception_3a_3x3_bn1', 'inception_3a_3x3_bn2',
'inception_3b_3x3_conv1', 'inception_3b_3x3_conv2', 'inception_3b_3x3_bn1', 'inception_3b_3x3_bn2',
'inception_3b_5x5_conv1', 'inception_3b_5x5_conv2', 'inception_3b_5x5_bn1', 'inception_3b_5x5_bn2',
'inception_3b_pool_conv', 'inception_3b_pool_bn',
'inception_3b_1x1_conv', 'inception_3b_1x1_bn',
'inception_3c_3x3_conv1', 'inception_3c_3x3_conv2', 'inception_3c_3x3_bn1', 'inception_3c_3x3_bn2',
'inception_3c_5x5_conv1', 'inception_3c_5x5_conv2', 'inception_3c_5x5_bn1', 'inception_3c_5x5_bn2',
'inception_4a_3x3_conv1', 'inception_4a_3x3_conv2', 'inception_4a_3x3_bn1', 'inception_4a_3x3_bn2',
'inception_4a_5x5_conv1', 'inception_4a_5x5_conv2', 'inception_4a_5x5_bn1', 'inception_4a_5x5_bn2',
'inception_4a_pool_conv', 'inception_4a_pool_bn',
'inception_4a_1x1_conv', 'inception_4a_1x1_bn',
'inception_4e_3x3_conv1', 'inception_4e_3x3_conv2', 'inception_4e_3x3_bn1', 'inception_4e_3x3_bn2',
'inception_4e_5x5_conv1', 'inception_4e_5x5_conv2', 'inception_4e_5x5_bn1', 'inception_4e_5x5_bn2',
'inception_5a_3x3_conv1', 'inception_5a_3x3_conv2', 'inception_5a_3x3_bn1', 'inception_5a_3x3_bn2',
'inception_5a_pool_conv', 'inception_5a_pool_bn',
'inception_5a_1x1_conv', 'inception_5a_1x1_bn',
'inception_5b_3x3_conv1', 'inception_5b_3x3_conv2', 'inception_5b_3x3_bn1', 'inception_5b_3x3_bn2',
'inception_5b_pool_conv', 'inception_5b_pool_bn',
'inception_5b_1x1_conv', 'inception_5b_1x1_bn',
'dense_layer'
]
conv_shape = {
'conv1': [64, 3, 7, 7],
'conv2': [64, 64, 1, 1],
'conv3': [192, 64, 3, 3],
'inception_3a_1x1_conv': [64, 192, 1, 1],
'inception_3a_pool_conv': [32, 192, 1, 1],
'inception_3a_5x5_conv1': [16, 192, 1, 1],
'inception_3a_5x5_conv2': [32, 16, 5, 5],
'inception_3a_3x3_conv1': [96, 192, 1, 1],
'inception_3a_3x3_conv2': [128, 96, 3, 3],
'inception_3b_3x3_conv1': [96, 256, 1, 1],
'inception_3b_3x3_conv2': [128, 96, 3, 3],
'inception_3b_5x5_conv1': [32, 256, 1, 1],
'inception_3b_5x5_conv2': [64, 32, 5, 5],
'inception_3b_pool_conv': [64, 256, 1, 1],
'inception_3b_1x1_conv': [64, 256, 1, 1],
'inception_3c_3x3_conv1': [128, 320, 1, 1],
'inception_3c_3x3_conv2': [256, 128, 3, 3],
'inception_3c_5x5_conv1': [32, 320, 1, 1],
'inception_3c_5x5_conv2': [64, 32, 5, 5],
'inception_4a_3x3_conv1': [96, 640, 1, 1],
'inception_4a_3x3_conv2': [192, 96, 3, 3],
'inception_4a_5x5_conv1': [32, 640, 1, 1,],
'inception_4a_5x5_conv2': [64, 32, 5, 5],
'inception_4a_pool_conv': [128, 640, 1, 1],
'inception_4a_1x1_conv': [256, 640, 1, 1],
'inception_4e_3x3_conv1': [160, 640, 1, 1],
'inception_4e_3x3_conv2': [256, 160, 3, 3],
'inception_4e_5x5_conv1': [64, 640, 1, 1],
'inception_4e_5x5_conv2': [128, 64, 5, 5],
'inception_5a_3x3_conv1': [96, 1024, 1, 1],
'inception_5a_3x3_conv2': [384, 96, 3, 3],
'inception_5a_pool_conv': [96, 1024, 1, 1],
'inception_5a_1x1_conv': [256, 1024, 1, 1],
'inception_5b_3x3_conv1': [96, 736, 1, 1],
'inception_5b_3x3_conv2': [384, 96, 3, 3],
'inception_5b_pool_conv': [96, 736, 1, 1],
'inception_5b_1x1_conv': [256, 736, 1, 1],
}
def load_weights():
weightsDir = './weights'
fileNames = filter(lambda f: not f.startswith('.'), os.listdir(weightsDir))
paths = {}
weights_dict = {}
for n in fileNames:
paths[n.replace('.csv', '')] = weightsDir + '/' + n
for name in weights:
if 'conv' in name:
conv_w = genfromtxt(paths[name + '_w'], delimiter=',', dtype=None)
conv_w = np.reshape(conv_w, conv_shape[name])
conv_w = np.transpose(conv_w, (2, 3, 1, 0))
conv_b = genfromtxt(paths[name + '_b'], delimiter=',', dtype=None)
weights_dict[name] = [conv_w, conv_b]
elif 'bn' in name:
bn_w = genfromtxt(paths[name + '_w'], delimiter=',', dtype=None)
bn_b = genfromtxt(paths[name + '_b'], delimiter=',', dtype=None)
bn_m = genfromtxt(paths[name + '_m'], delimiter=',', dtype=None)
bn_v = genfromtxt(paths[name + '_v'], delimiter=',', dtype=None)
weights_dict[name] = [bn_w, bn_b, bn_m, bn_v]
elif 'dense' in name:
dense_w = genfromtxt(weightsDir+'/dense_w.csv', delimiter=',', dtype=None)
dense_w = np.reshape(dense_w, (128, 736))
dense_w = np.transpose(dense_w, (1, 0))
dense_b = genfromtxt(weightsDir+'/dense_b.csv', delimiter=',', dtype=None)
weights_dict[name] = [dense_w, dense_b]
return weights_dict
from keras.layers import Conv2D, ZeroPadding2D, Activation, Input, concatenate
from keras.layers.core import Lambda, Flatten, Dense
from keras.layers.normalization import BatchNormalization
from keras.layers.pooling import MaxPooling2D, AveragePooling2D
from keras.models import Model
from keras import backend as K
#import utils
#from utils import LRN2D
def create_model():
myInput = Input(shape=(96, 96, 3))
x = ZeroPadding2D(padding=(3, 3), input_shape=(96, 96, 3))(myInput)
x = Conv2D(64, (7, 7), strides=(2, 2), name='conv1')(x)
x = BatchNormalization(axis=3, epsilon=0.00001, name='bn1')(x)
x = Activation('relu')(x)
x = ZeroPadding2D(padding=(1, 1))(x)
x = MaxPooling2D(pool_size=3, strides=2)(x)
x = Lambda(LRN2D, name='lrn_1')(x)
x = Conv2D(64, (1, 1), name='conv2')(x)
x = BatchNormalization(axis=3, epsilon=0.00001, name='bn2')(x)
x = Activation('relu')(x)
x = ZeroPadding2D(padding=(1, 1))(x)
x = Conv2D(192, (3, 3), name='conv3')(x)
x = BatchNormalization(axis=3, epsilon=0.00001, name='bn3')(x)
x = Activation('relu')(x)
x = Lambda(LRN2D, name='lrn_2')(x)
x = ZeroPadding2D(padding=(1, 1))(x)
x = MaxPooling2D(pool_size=3, strides=2)(x)
# Inception3a
inception_3a_3x3 = Conv2D(96, (1, 1), name='inception_3a_3x3_conv1')(x)
inception_3a_3x3 = BatchNormalization(axis=3, epsilon=0.00001, name='inception_3a_3x3_bn1')(inception_3a_3x3)
inception_3a_3x3 = Activation('relu')(inception_3a_3x3)
inception_3a_3x3 = ZeroPadding2D(padding=(1, 1))(inception_3a_3x3)
inception_3a_3x3 = Conv2D(128, (3, 3), name='inception_3a_3x3_conv2')(inception_3a_3x3)
inception_3a_3x3 = BatchNormalization(axis=3, epsilon=0.00001, name='inception_3a_3x3_bn2')(inception_3a_3x3)
inception_3a_3x3 = Activation('relu')(inception_3a_3x3)
inception_3a_5x5 = Conv2D(16, (1, 1), name='inception_3a_5x5_conv1')(x)
inception_3a_5x5 = BatchNormalization(axis=3, epsilon=0.00001, name='inception_3a_5x5_bn1')(inception_3a_5x5)
inception_3a_5x5 = Activation('relu')(inception_3a_5x5)
inception_3a_5x5 = ZeroPadding2D(padding=(2, 2))(inception_3a_5x5)
inception_3a_5x5 = Conv2D(32, (5, 5), name='inception_3a_5x5_conv2')(inception_3a_5x5)
inception_3a_5x5 = BatchNormalization(axis=3, epsilon=0.00001, name='inception_3a_5x5_bn2')(inception_3a_5x5)
inception_3a_5x5 = Activation('relu')(inception_3a_5x5)
inception_3a_pool = MaxPooling2D(pool_size=3, strides=2)(x)
inception_3a_pool = Conv2D(32, (1, 1), name='inception_3a_pool_conv')(inception_3a_pool)
inception_3a_pool = BatchNormalization(axis=3, epsilon=0.00001, name='inception_3a_pool_bn')(inception_3a_pool)
inception_3a_pool = Activation('relu')(inception_3a_pool)
inception_3a_pool = ZeroPadding2D(padding=((3, 4), (3, 4)))(inception_3a_pool)
inception_3a_1x1 = Conv2D(64, (1, 1), name='inception_3a_1x1_conv')(x)
inception_3a_1x1 = BatchNormalization(axis=3, epsilon=0.00001, name='inception_3a_1x1_bn')(inception_3a_1x1)
inception_3a_1x1 = Activation('relu')(inception_3a_1x1)
inception_3a = concatenate([inception_3a_3x3, inception_3a_5x5, inception_3a_pool, inception_3a_1x1], axis=3)
# Inception3b
inception_3b_3x3 = Conv2D(96, (1, 1), name='inception_3b_3x3_conv1')(inception_3a)
inception_3b_3x3 = BatchNormalization(axis=3, epsilon=0.00001, name='inception_3b_3x3_bn1')(inception_3b_3x3)
inception_3b_3x3 = Activation('relu')(inception_3b_3x3)
inception_3b_3x3 = ZeroPadding2D(padding=(1, 1))(inception_3b_3x3)
inception_3b_3x3 = Conv2D(128, (3, 3), name='inception_3b_3x3_conv2')(inception_3b_3x3)
inception_3b_3x3 = BatchNormalization(axis=3, epsilon=0.00001, name='inception_3b_3x3_bn2')(inception_3b_3x3)
inception_3b_3x3 = Activation('relu')(inception_3b_3x3)
inception_3b_5x5 = Conv2D(32, (1, 1), name='inception_3b_5x5_conv1')(inception_3a)
inception_3b_5x5 = BatchNormalization(axis=3, epsilon=0.00001, name='inception_3b_5x5_bn1')(inception_3b_5x5)
inception_3b_5x5 = Activation('relu')(inception_3b_5x5)
inception_3b_5x5 = ZeroPadding2D(padding=(2, 2))(inception_3b_5x5)
inception_3b_5x5 = Conv2D(64, (5, 5), name='inception_3b_5x5_conv2')(inception_3b_5x5)
inception_3b_5x5 = BatchNormalization(axis=3, epsilon=0.00001, name='inception_3b_5x5_bn2')(inception_3b_5x5)
inception_3b_5x5 = Activation('relu')(inception_3b_5x5)
inception_3b_pool = AveragePooling2D(pool_size=(3, 3), strides=(3, 3))(inception_3a)
inception_3b_pool = Conv2D(64, (1, 1), name='inception_3b_pool_conv')(inception_3b_pool)
inception_3b_pool = BatchNormalization(axis=3, epsilon=0.00001, name='inception_3b_pool_bn')(inception_3b_pool)
inception_3b_pool = Activation('relu')(inception_3b_pool)
inception_3b_pool = ZeroPadding2D(padding=(4, 4))(inception_3b_pool)
inception_3b_1x1 = Conv2D(64, (1, 1), name='inception_3b_1x1_conv')(inception_3a)
inception_3b_1x1 = BatchNormalization(axis=3, epsilon=0.00001, name='inception_3b_1x1_bn')(inception_3b_1x1)
inception_3b_1x1 = Activation('relu')(inception_3b_1x1)
inception_3b = concatenate([inception_3b_3x3, inception_3b_5x5, inception_3b_pool, inception_3b_1x1], axis=3)
# Inception3c
inception_3c_3x3 = conv2d_bn(inception_3b,
layer='inception_3c_3x3',
cv1_out=128,
cv1_filter=(1, 1),
cv2_out=256,
cv2_filter=(3, 3),
cv2_strides=(2, 2),
padding=(1, 1))
inception_3c_5x5 = conv2d_bn(inception_3b,
layer='inception_3c_5x5',
cv1_out=32,
cv1_filter=(1, 1),
cv2_out=64,
cv2_filter=(5, 5),
cv2_strides=(2, 2),
padding=(2, 2))
inception_3c_pool = MaxPooling2D(pool_size=3, strides=2)(inception_3b)
inception_3c_pool = ZeroPadding2D(padding=((0, 1), (0, 1)))(inception_3c_pool)
inception_3c = concatenate([inception_3c_3x3, inception_3c_5x5, inception_3c_pool], axis=3)
#inception 4a
inception_4a_3x3 = conv2d_bn(inception_3c,
layer='inception_4a_3x3',
cv1_out=96,
cv1_filter=(1, 1),
cv2_out=192,
cv2_filter=(3, 3),
cv2_strides=(1, 1),
padding=(1, 1))
inception_4a_5x5 = conv2d_bn(inception_3c,
layer='inception_4a_5x5',
cv1_out=32,
cv1_filter=(1, 1),
cv2_out=64,
cv2_filter=(5, 5),
cv2_strides=(1, 1),
padding=(2, 2))
inception_4a_pool = AveragePooling2D(pool_size=(3, 3), strides=(3, 3))(inception_3c)
inception_4a_pool = conv2d_bn(inception_4a_pool,
layer='inception_4a_pool',
cv1_out=128,
cv1_filter=(1, 1),
padding=(2, 2))
inception_4a_1x1 = conv2d_bn(inception_3c,
layer='inception_4a_1x1',
cv1_out=256,
cv1_filter=(1, 1))
inception_4a = concatenate([inception_4a_3x3, inception_4a_5x5, inception_4a_pool, inception_4a_1x1], axis=3)
#inception4e
inception_4e_3x3 = conv2d_bn(inception_4a,
layer='inception_4e_3x3',
cv1_out=160,
cv1_filter=(1, 1),
cv2_out=256,
cv2_filter=(3, 3),
cv2_strides=(2, 2),
padding=(1, 1))
inception_4e_5x5 = conv2d_bn(inception_4a,
layer='inception_4e_5x5',
cv1_out=64,
cv1_filter=(1, 1),
cv2_out=128,
cv2_filter=(5, 5),
cv2_strides=(2, 2),
padding=(2, 2))
inception_4e_pool = MaxPooling2D(pool_size=3, strides=2)(inception_4a)
inception_4e_pool = ZeroPadding2D(padding=((0, 1), (0, 1)))(inception_4e_pool)
inception_4e = concatenate([inception_4e_3x3, inception_4e_5x5, inception_4e_pool], axis=3)
#inception5a
inception_5a_3x3 = conv2d_bn(inception_4e,
layer='inception_5a_3x3',
cv1_out=96,
cv1_filter=(1, 1),
cv2_out=384,
cv2_filter=(3, 3),
cv2_strides=(1, 1),
padding=(1, 1))
inception_5a_pool = AveragePooling2D(pool_size=(3, 3), strides=(3, 3))(inception_4e)
inception_5a_pool = conv2d_bn(inception_5a_pool,
layer='inception_5a_pool',
cv1_out=96,
cv1_filter=(1, 1),
padding=(1, 1))
inception_5a_1x1 = conv2d_bn(inception_4e,
layer='inception_5a_1x1',
cv1_out=256,
cv1_filter=(1, 1))
inception_5a = concatenate([inception_5a_3x3, inception_5a_pool, inception_5a_1x1], axis=3)
#inception_5b
inception_5b_3x3 = conv2d_bn(inception_5a,
layer='inception_5b_3x3',
cv1_out=96,
cv1_filter=(1, 1),
cv2_out=384,
cv2_filter=(3, 3),
cv2_strides=(1, 1),
padding=(1, 1))
inception_5b_pool = MaxPooling2D(pool_size=3, strides=2)(inception_5a)
inception_5b_pool = conv2d_bn(inception_5b_pool,
layer='inception_5b_pool',
cv1_out=96,
cv1_filter=(1, 1))
inception_5b_pool = ZeroPadding2D(padding=(1, 1))(inception_5b_pool)
inception_5b_1x1 = conv2d_bn(inception_5a,
layer='inception_5b_1x1',
cv1_out=256,
cv1_filter=(1, 1))
inception_5b = concatenate([inception_5b_3x3, inception_5b_pool, inception_5b_1x1], axis=3)
av_pool = AveragePooling2D(pool_size=(3, 3), strides=(1, 1))(inception_5b)
reshape_layer = Flatten()(av_pool)
dense_layer = Dense(128, name='dense_layer')(reshape_layer)
#norm_layer = Lambda(lambda x: K.l2_normalize(x, axis=1), name='norm_layer')(dense_layer)
return Model(inputs=[myInput], outputs=dense_layer)
Creating the backbone of the siamese network to get the embedding vectors and using these vectors for the siamese network to be trained:
#from model import create_model
nn4_small2 = create_model()
Defining the siamese network input and triplet loss for the positive,anchor and negative images:
from keras import backend as K
from keras.models import Model
from keras.layers import Input, Layer
# Input for anchor, positive and negative images
in_a = Input(shape=(96, 96, 3))
in_p = Input(shape=(96, 96, 3))
in_n = Input(shape=(96, 96, 3))
# Output for anchor, positive and negative embedding vectors
# The nn4_small model instance is shared (Siamese network)
emb_a = nn4_small2_pretrained(in_a)
emb_p = nn4_small2_pretrained(in_p)
emb_n = nn4_small2_pretrained(in_n)
class TripletLossLayer(Layer):
def __init__(self, alpha, **kwargs):
self.alpha = alpha
super(TripletLossLayer, self).__init__(**kwargs)
def triplet_loss(self, inputs):
a, p, n = inputs
p_dist = K.sum(K.square(a-p), axis=-1)
n_dist = K.sum(K.square(a-n), axis=-1)
return K.sum(K.maximum(p_dist - n_dist + self.alpha, 0), axis=0)
def call(self, inputs):
loss = self.triplet_loss(inputs)
self.add_loss(loss)
return loss
# Layer that computes the triplet loss from anchor, positive and negative embedding vectors
triplet_loss_layer = TripletLossLayer(alpha=0.2, name='triplet_loss_layer')([emb_a, emb_p, emb_n])
# Model that can be trained with anchor, positive negative images
nn4_small2_train = Model([in_a, in_p, in_n], triplet_loss_layer)
Training the network from scratch using the data generator defined above:
generator = triplet_generator()
nn4_small2_train.compile(loss=None, optimizer='adam')
nn4_small2_train.fit_generator(generator, epochs=50, steps_per_epoch=50)
/usr/local/lib/python3.7/dist-packages/keras/engine/training.py:1915: UserWarning: `Model.fit_generator` is deprecated and will be removed in a future version. Please use `Model.fit`, which supports generators.
warnings.warn('`Model.fit_generator` is deprecated and '
Epoch 1/50 50/50 [==============================] - 26s 48ms/step - loss: 1.2168 Epoch 2/50 50/50 [==============================] - 2s 50ms/step - loss: 0.8478 Epoch 3/50 50/50 [==============================] - 2s 50ms/step - loss: 0.8596 Epoch 4/50 50/50 [==============================] - 2s 49ms/step - loss: 0.8281 Epoch 5/50 50/50 [==============================] - 2s 48ms/step - loss: 0.8065 Epoch 6/50 50/50 [==============================] - 2s 49ms/step - loss: 0.7993 Epoch 7/50 50/50 [==============================] - 2s 49ms/step - loss: 0.7985 Epoch 8/50 50/50 [==============================] - 2s 48ms/step - loss: 0.7902 Epoch 9/50 50/50 [==============================] - 2s 50ms/step - loss: 0.8158 Epoch 10/50 50/50 [==============================] - 2s 50ms/step - loss: 0.7939 Epoch 11/50 50/50 [==============================] - 2s 48ms/step - loss: 0.7918 Epoch 12/50 50/50 [==============================] - 2s 49ms/step - loss: 0.7977 Epoch 13/50 50/50 [==============================] - 2s 48ms/step - loss: 0.8077 Epoch 14/50 50/50 [==============================] - 3s 50ms/step - loss: 0.7984 Epoch 15/50 50/50 [==============================] - 2s 48ms/step - loss: 0.7998 Epoch 16/50 50/50 [==============================] - 2s 49ms/step - loss: 0.8007 Epoch 17/50 50/50 [==============================] - 2s 49ms/step - loss: 0.7993 Epoch 18/50 50/50 [==============================] - 3s 51ms/step - loss: 0.8016 Epoch 19/50 50/50 [==============================] - 2s 49ms/step - loss: 0.8040 Epoch 20/50 50/50 [==============================] - 3s 51ms/step - loss: 0.8015 Epoch 21/50 50/50 [==============================] - 2s 49ms/step - loss: 0.7962 Epoch 22/50 50/50 [==============================] - 2s 48ms/step - loss: 0.7988 Epoch 23/50 50/50 [==============================] - 2s 48ms/step - loss: 0.7968 Epoch 24/50 50/50 [==============================] - 2s 49ms/step - loss: 0.8056 Epoch 25/50 50/50 [==============================] - 2s 50ms/step - loss: 0.7989 Epoch 26/50 50/50 [==============================] - 2s 50ms/step - loss: 0.8016 Epoch 27/50 50/50 [==============================] - 2s 50ms/step - loss: 0.8007 Epoch 28/50 50/50 [==============================] - 3s 50ms/step - loss: 0.7998 Epoch 29/50 50/50 [==============================] - 2s 49ms/step - loss: 0.8022 Epoch 30/50 50/50 [==============================] - 3s 51ms/step - loss: 0.7997 Epoch 31/50 50/50 [==============================] - 2s 50ms/step - loss: 0.8002 Epoch 32/50 50/50 [==============================] - 2s 48ms/step - loss: 0.7985 Epoch 33/50 50/50 [==============================] - 2s 49ms/step - loss: 0.8019 Epoch 34/50 50/50 [==============================] - 2s 49ms/step - loss: 0.7960 Epoch 35/50 50/50 [==============================] - 2s 50ms/step - loss: 0.7921 Epoch 36/50 50/50 [==============================] - 2s 50ms/step - loss: 0.8146 Epoch 37/50 50/50 [==============================] - 2s 49ms/step - loss: 0.8002 Epoch 38/50 50/50 [==============================] - 2s 49ms/step - loss: 0.8089 Epoch 39/50 50/50 [==============================] - 2s 50ms/step - loss: 0.8058 Epoch 40/50 50/50 [==============================] - 2s 49ms/step - loss: 0.7970 Epoch 41/50 50/50 [==============================] - 3s 52ms/step - loss: 0.7953 Epoch 42/50 50/50 [==============================] - 2s 49ms/step - loss: 0.7982 Epoch 43/50 50/50 [==============================] - 3s 52ms/step - loss: 0.8030 Epoch 44/50 50/50 [==============================] - 2s 48ms/step - loss: 0.7993 Epoch 45/50 50/50 [==============================] - 2s 49ms/step - loss: 0.8009 Epoch 46/50 50/50 [==============================] - 2s 48ms/step - loss: 0.8003 Epoch 47/50 50/50 [==============================] - 2s 49ms/step - loss: 0.7999 Epoch 48/50 50/50 [==============================] - 2s 49ms/step - loss: 0.7986 Epoch 49/50 50/50 [==============================] - 2s 50ms/step - loss: 0.8027 Epoch 50/50 50/50 [==============================] - 2s 49ms/step - loss: 0.8008
<keras.callbacks.History at 0x7ff79f337490>
The loss remains around 0.8 as seen above.
def align_image(img):
return alignment.align(96, img, alignment.getLargestFaceBoundingBox(img),
landmarkIndices=AlignDlib.OUTER_EYES_AND_NOSE)
Storing all the embedding vectors in a list:
embedded_nn1 = []
img_paths=[]
for i, m in enumerate(metadata):
print(i)
#img=preprocess_image1(m.image_path())
img = load_image(m.image_path())
#img=cv2.resize(img,(96,96))
img = align_image(img)
# scale RGB values to interval [0,1]
if img is not None:
img = (img / 255).astype('float32')
# obtain embedding vector for image
embedded_nn1.append(nn4_small2_pretrained.predict(np.expand_dims(img, axis=0))[0])
img_paths.append(m.image_path())
#embedded_nn.append(nn4_small2_pretrained.predict((img)))
Streaming output truncated to the last 5000 lines.
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embedded_nn1[0]
array([ 0.15168557, 0.04148319, -0.06835232, -0.6100832 , -0.11696077,
0.27454185, -0.05400287, 0.5684958 , -0.10381238, -0.46559647,
-0.5148087 , -0.06959281, 0.54366994, -0.115018 , 0.0966168 ,
-0.48728114, -0.17746171, -1.0088701 , -0.55701506, 0.47296357,
0.10672215, -0.15833963, 0.02639547, 0.32980835, -0.10128011,
-0.03486632, -0.1188179 , -0.21564165, -0.3384525 , -0.14775439,
0.44143048, -0.4312876 , -0.26900792, 0.4041157 , -0.37402207,
-0.06195631, -0.1778099 , 0.7897121 , -0.41307017, 0.07271487,
-0.06959137, -0.12814368, -0.14810942, 0.32793033, 0.29161078,
-0.08165936, 0.0398608 , 0.26945215, -0.09295036, 0.6815405 ,
-0.17401281, -0.42508382, 0.19826709, -0.02273189, 0.3763626 ,
-0.2661458 , -0.65494406, 0.6811369 , 0.25572327, -1.0864587 ,
-0.160677 , 0.17884414, 0.10401744, 0.01363903, -0.4971575 ,
-0.166936 , 0.38697672, 0.49365142, -0.15321492, -0.7484266 ,
0.09138764, -0.02924905, -0.08674121, -0.06198957, 0.16440532,
0.1094614 , -0.15922497, -0.4676634 , 0.64673644, 1.2099884 ,
-0.03851894, -0.54028434, 0.08032763, -0.18564138, -0.06561936,
-0.49249387, 0.32401758, 0.23229495, 0.65914667, -0.07158548,
-0.12010199, -0.50977886, 0.30510724, 0.1317126 , -0.4820217 ,
0.08194183, 0.30291626, -0.22320893, -0.30192193, -0.34976658,
-0.1384543 , 0.21358843, -0.39314398, 0.4877006 , -1.1462235 ,
-0.02519623, -1.0260704 , 0.22858208, -0.1203123 , -0.27034906,
0.7529409 , 0.694164 , -0.88661224, 0.3716429 , -0.21654953,
0.49245343, -0.56037605, -0.04517213, -0.21492992, 0.34688428,
-0.2629916 , 0.291212 , 0.07987694, 0.20535319, -0.10483076,
-0.44849563, -0.22906831, -0.42070127], dtype=float32)
--id 1GydDNDWm7WkLLmCbPPllsBl4zkeBfAZr&export=download
import h5py
!gdown --id 1AupxyVc2sl8c6nugz7NLWYfk8J-AI2F9&export=download
Downloading... From: https://drive.google.com/uc?id=1AupxyVc2sl8c6nugz7NLWYfk8J-AI2F9 To: /content/nn4.small2.v1.h5 15.3MB [00:00, 48.7MB/s]
Using pretrained weights for the above model:
nn4_small2_pretrained = create_model()
nn4_small2_pretrained.load_weights('/content/nn4.small2.v1.h5')
Saving all embedding vectors using the pretraind model predictions in one list:
embedded_nn1 = []
img_paths=[]
for i, m in enumerate(metadata):
print(i)
#img=preprocess_image1(m.image_path())
img = load_image(m.image_path())
#img=cv2.resize(img,(96,96))
img = align_image(img)
# scale RGB values to interval [0,1]
if img is not None:
img = (img / 255).astype('float32')
# obtain embedding vector for image
embedded_nn1.append(nn4_small2_pretrained.predict(np.expand_dims(img, axis=0))[0])
img_paths.append(m.image_path())
#embedded_nn.append(nn4_small2_pretrained.predict((img)))
Streaming output truncated to the last 5000 lines.
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from keras import backend as K
from keras.models import Model
from keras.layers import Input, Layer
# Input for anchor, positive and negative images
in_a = Input(shape=(96, 96, 3))
in_p = Input(shape=(96, 96, 3))
in_n = Input(shape=(96, 96, 3))
# Output for anchor, positive and negative embedding vectors
# The nn4_small model instance is shared (Siamese network)
emb_a = nn4_small2(in_a)
emb_p = nn4_small2(in_p)
emb_n = nn4_small2(in_n)
class TripletLossLayer(Layer):
def __init__(self, alpha, **kwargs):
self.alpha = alpha
super(TripletLossLayer, self).__init__(**kwargs)
def triplet_loss(self, inputs):
a, p, n = inputs
p_dist = K.sum(K.square(a-p), axis=-1)
n_dist = K.sum(K.square(a-n), axis=-1)
return K.sum(K.maximum(p_dist - n_dist + self.alpha, 0), axis=0)
def call(self, inputs):
loss = self.triplet_loss(inputs)
self.add_loss(loss)
return loss
# Layer that computes the triplet loss from anchor, positive and negative embedding vectors
triplet_loss_layer = TripletLossLayer(alpha=0.2, name='triplet_loss_layer')([emb_a, emb_p, emb_n])
# Model that can be trained with anchor, positive negative images
nn4_small2_train = Model([in_a, in_p, in_n], triplet_loss_layer)
import tensorflow as tf
import tensorflow as tf
from keras.layers import Convolution2D
from keras.layers import Conv2D, ZeroPadding2D, Activation, Input, concatenate
from keras.layers.core import Lambda, Flatten, Dense
from keras.layers.normalization import BatchNormalization
from keras.layers.pooling import MaxPooling2D, AveragePooling2D
from keras.models import Model
from keras import backend as K
Defining the VGG architecture:
model = Sequential()
model.add(ZeroPadding2D((1,1),input_shape=(224,224, 3)))
model.add(Convolution2D(64, (3, 3), activation='relu'))
model.add(ZeroPadding2D((1,1)))
model.add(Convolution2D(64, (3, 3), activation='relu'))
model.add(MaxPooling2D((2,2), strides=(2,2)))
model.add(ZeroPadding2D((1,1)))
model.add(Convolution2D(128, (3, 3), activation='relu'))
model.add(ZeroPadding2D((1,1)))
model.add(Convolution2D(128, (3, 3), activation='relu'))
model.add(MaxPooling2D((2,2), strides=(2,2)))
model.add(ZeroPadding2D((1,1)))
model.add(Convolution2D(256, (3, 3), activation='relu'))
model.add(ZeroPadding2D((1,1)))
model.add(Convolution2D(256, (3, 3), activation='relu'))
model.add(ZeroPadding2D((1,1)))
model.add(Convolution2D(256, (3, 3), activation='relu'))
model.add(MaxPooling2D((2,2), strides=(2,2)))
model.add(ZeroPadding2D((1,1)))
model.add(Convolution2D(512, (3, 3), activation='relu'))
model.add(ZeroPadding2D((1,1)))
model.add(Convolution2D(512, (3, 3), activation='relu'))
model.add(ZeroPadding2D((1,1)))
model.add(Convolution2D(512, (3, 3), activation='relu'))
model.add(MaxPooling2D((2,2), strides=(2,2)))
model.add(ZeroPadding2D((1,1)))
model.add(Convolution2D(512, (3, 3), activation='relu'))
model.add(ZeroPadding2D((1,1)))
model.add(Convolution2D(512, (3, 3), activation='relu'))
model.add(ZeroPadding2D((1,1)))
model.add(Convolution2D(512, (3, 3), activation='relu'))
model.add(MaxPooling2D((2,2), strides=(2,2)))
model.add(Convolution2D(4096, (7, 7), activation='relu'))
model.add(Dropout(0.5))
model.add(Convolution2D(4096, (1, 1), activation='relu'))
model.add(Dropout(0.5))
model.add(Convolution2D(2622, (1, 1)))
model.add(Flatten())
model.add(Activation('softmax'))
Loading the pretrained weights in the model:
model.load_weights('/content/Part 3 - vgg_face_weights.h5')
model.pop()
model.add(Dense(128, use_bias=False))
for layer in model.layers[:-2]:
layer.trainable = False
model.summary()
Model: "sequential" _________________________________________________________________ Layer (type) Output Shape Param # ================================================================= zero_padding2d (ZeroPadding2 (None, 226, 226, 3) 0 _________________________________________________________________ conv2d (Conv2D) (None, 224, 224, 64) 1792 _________________________________________________________________ zero_padding2d_1 (ZeroPaddin (None, 226, 226, 64) 0 _________________________________________________________________ conv2d_1 (Conv2D) (None, 224, 224, 64) 36928 _________________________________________________________________ max_pooling2d (MaxPooling2D) (None, 112, 112, 64) 0 _________________________________________________________________ zero_padding2d_2 (ZeroPaddin (None, 114, 114, 64) 0 _________________________________________________________________ conv2d_2 (Conv2D) (None, 112, 112, 128) 73856 _________________________________________________________________ zero_padding2d_3 (ZeroPaddin (None, 114, 114, 128) 0 _________________________________________________________________ conv2d_3 (Conv2D) (None, 112, 112, 128) 147584 _________________________________________________________________ max_pooling2d_1 (MaxPooling2 (None, 56, 56, 128) 0 _________________________________________________________________ zero_padding2d_4 (ZeroPaddin (None, 58, 58, 128) 0 _________________________________________________________________ conv2d_4 (Conv2D) (None, 56, 56, 256) 295168 _________________________________________________________________ zero_padding2d_5 (ZeroPaddin (None, 58, 58, 256) 0 _________________________________________________________________ conv2d_5 (Conv2D) (None, 56, 56, 256) 590080 _________________________________________________________________ zero_padding2d_6 (ZeroPaddin (None, 58, 58, 256) 0 _________________________________________________________________ conv2d_6 (Conv2D) (None, 56, 56, 256) 590080 _________________________________________________________________ max_pooling2d_2 (MaxPooling2 (None, 28, 28, 256) 0 _________________________________________________________________ zero_padding2d_7 (ZeroPaddin (None, 30, 30, 256) 0 _________________________________________________________________ conv2d_7 (Conv2D) (None, 28, 28, 512) 1180160 _________________________________________________________________ zero_padding2d_8 (ZeroPaddin (None, 30, 30, 512) 0 _________________________________________________________________ conv2d_8 (Conv2D) (None, 28, 28, 512) 2359808 _________________________________________________________________ zero_padding2d_9 (ZeroPaddin (None, 30, 30, 512) 0 _________________________________________________________________ conv2d_9 (Conv2D) (None, 28, 28, 512) 2359808 _________________________________________________________________ max_pooling2d_3 (MaxPooling2 (None, 14, 14, 512) 0 _________________________________________________________________ zero_padding2d_10 (ZeroPaddi (None, 16, 16, 512) 0 _________________________________________________________________ conv2d_10 (Conv2D) (None, 14, 14, 512) 2359808 _________________________________________________________________ zero_padding2d_11 (ZeroPaddi (None, 16, 16, 512) 0 _________________________________________________________________ conv2d_11 (Conv2D) (None, 14, 14, 512) 2359808 _________________________________________________________________ zero_padding2d_12 (ZeroPaddi (None, 16, 16, 512) 0 _________________________________________________________________ conv2d_12 (Conv2D) (None, 14, 14, 512) 2359808 _________________________________________________________________ max_pooling2d_4 (MaxPooling2 (None, 7, 7, 512) 0 _________________________________________________________________ conv2d_13 (Conv2D) (None, 1, 1, 4096) 102764544 _________________________________________________________________ dropout (Dropout) (None, 1, 1, 4096) 0 _________________________________________________________________ conv2d_14 (Conv2D) (None, 1, 1, 4096) 16781312 _________________________________________________________________ dropout_1 (Dropout) (None, 1, 1, 4096) 0 _________________________________________________________________ conv2d_15 (Conv2D) (None, 1, 1, 2622) 10742334 _________________________________________________________________ flatten (Flatten) (None, 2622) 0 _________________________________________________________________ dense (Dense) (None, 128) 335616 ================================================================= Total params: 145,338,494 Trainable params: 335,616 Non-trainable params: 145,002,878 _________________________________________________________________
def loss_function(x, alpha = 0.2):
# Triplet Loss function.
anchor,positive,negative = x
# distance between the anchor and the positive
pos_dist = K.sum(K.square(anchor-positive),axis=1)
# distance between the anchor and the negative
neg_dist = K.sum(K.square(anchor-negative),axis=1)
# compute loss
basic_loss = pos_dist-neg_dist+alpha
loss = K.mean(K.maximum(basic_loss,0.0))
return loss
Combining the model input and output of the 2nd last layer that gives the embedding vector:
vgg_face_descriptor = Model(inputs=model.layers[0].input
, outputs=model.layers[-2].output)
from keras.applications.imagenet_utils import preprocess_input
from keras.preprocessing.image import load_img, save_img, img_to_array
from keras.applications.imagenet_utils import preprocess_input
from keras.preprocessing import image
Defining the function for preprocessing the images:
def preprocess_image(image_path):
img = load_img(image_path, target_size=(224, 224))
img = img_to_array(img)
img = np.expand_dims(img, axis=0)
img = preprocess_input(img)
return img
img1_representation = vgg_face_descriptor.predict(preprocess_image(str(metadata[0])))[0,:]
img2_representation = vgg_face_descriptor.predict(preprocess_image(str(metadata[1])))[0,:]
Defining the cosine similarity and euclidian distance functions for measuring the distance between 2 images and thus inferring how similar the persons in the image are:
def findCosineSimilarity(source_representation, test_representation):
a = np.matmul(np.transpose(source_representation), test_representation)
b = np.sum(np.multiply(source_representation, source_representation))
c = np.sum(np.multiply(test_representation, test_representation))
return 1 - (a / (np.sqrt(b) * np.sqrt(c)))
def findEuclideanDistance(source_representation, test_representation):
euclidean_distance = source_representation - test_representation
euclidean_distance = np.sum(np.multiply(euclidean_distance, euclidean_distance))
euclidean_distance = np.sqrt(euclidean_distance)
return euclidean_distance
Generating the distances between sample images and verfying if the persons in the images are same or not using epsilon as the threshold value given below:
epsilon = 0.40
def verifyFace(img1, img2):
img1_representation = vgg_face_descriptor.predict(preprocess_image((img1)))[0,:]
img2_representation = vgg_face_descriptor.predict(preprocess_image((img2)))[0,:]
cosine_similarity = findCosineSimilarity(img1_representation, img2_representation)
euclidean_distance = findEuclideanDistance(K.l2_normalize(img1_representation), K.l2_normalize(img2_representation))
print("Cosine similarity: ",cosine_similarity)
print("Euclidean distance: ",euclidean_distance)
if(cosine_similarity < epsilon):
print("verified... they are same person")
else:
print("unverified! they are not same person!")
f = plt.figure()
f.add_subplot(1,2, 1)
plt.imshow(image.load_img((img1)))
plt.xticks([]); plt.yticks([])
f.add_subplot(1,2, 2)
plt.imshow(image.load_img((img2)))
plt.xticks([]); plt.yticks([])
plt.show(block=True)
print("-----------------------------------------")
verifyFace(str(metadata[3004]), str(metadata[3003]))
Cosine similarity: 0.385093629360199 Euclidean distance: 0.8776032 verified... they are same person
-----------------------------------------
As seen above, the cosine similarity is 0.36 which is less than the threshold indicating they are the same person. The euclidian distance is 0.87
Defining the siamese network using the embedding vectors obained from the pretrained VGG model:
from keras.layers import Input, Layer
in_a = Input(shape=(224, 224, 3))
in_p = Input(shape=(224, 224, 3))
in_n = Input(shape=(224, 224, 3))
# Output for anchor, positive and negative embedding vectors
# The nn4_small model instance is shared (Siamese network)
emb_a = model(in_a)
emb_a=K.l2_normalize(emb_a, axis=1)
emb_p = model(in_p)
emb_p=K.l2_normalize(emb_p, axis=1)
emb_n = model(in_n)
emb_n=K.l2_normalize(emb_n, axis=1)
class TripletLossLayer(Layer):
def __init__(self, alpha, **kwargs):
self.alpha = alpha
super(TripletLossLayer, self).__init__(**kwargs)
def triplet_loss(self, inputs):
a, p, n = inputs
p_dist = K.sum(K.square(a-p), axis=-1)
n_dist = K.sum(K.square(a-n), axis=-1)
return K.sum(K.maximum(p_dist - n_dist + self.alpha, 0), axis=0)
def call(self, inputs):
loss = self.triplet_loss(inputs)
self.add_loss(loss)
return loss
# Layer that computes the triplet loss from anchor, positive and negative embedding vectors
triplet_loss_layer = TripletLossLayer(alpha=0.2, name='triplet_loss_layer')([emb_a, emb_p, emb_n])
# Model that can be trained with anchor, positive negative images
siamese_nw = Model([in_a, in_p, in_n], triplet_loss_layer)
Generating the positive,anchor and negative images using the below data generator class:
class DataGenerator(tf.keras.utils.Sequence):
def __init__(self, dataset_path, batch_size=32, shuffle=True):
self.dataset = self.curate_dataset(dataset_path)
self.dataset_path = dataset_path
self.shuffle = shuffle
self.batch_size =batch_size
self.no_of_people = len(list(self.dataset.keys()))
self.on_epoch_end()
def __getitem__(self, index):
people = list(self.dataset.keys())[index * self.batch_size: (index + 1) * self.batch_size]
P = []
A = []
N = []
for person in people:
anchor_index = random.randint(0, len(self.dataset[person])-1)
a = self.get_image(person, anchor_index)
positive_index = random.randint(0, len(self.dataset[person])-1)
while positive_index == anchor_index:
positive_index = random.randint(0, len(self.dataset[person])-1)
p = self.get_image(person, positive_index)
negative_person_index = random.randint(0, self.no_of_people - 1)
negative_person = list(self.dataset.keys())[negative_person_index]
while negative_person == person:
negative_person_index = random.randint(0, self.no_of_people - 1)
negative_person = list(self.dataset.keys())[negative_person_index]
negative_index = random.randint(0, len(self.dataset[negative_person])-1)
n = self.get_image(negative_person, negative_index)
P.append(p)
A.append(a)
N.append(n)
A = np.asarray(A)
N = np.asarray(N)
P = np.asarray(P)
return [A, P, N]
def __len__(self):
return self.no_of_people // self.batch_size
def curate_dataset(self, dataset_path):
dataset = {}
for f in os.listdir('/content/pins/PINS'):
image_list = os.listdir('/content/pins/PINS/'+f)
print(image_list)
for image in image_list:
print(image)
folder_name, file_name = f,image
if folder_name in dataset.keys():
dataset[folder_name].append(file_name)
else:
dataset[folder_name] = [file_name]
return dataset
def on_epoch_end(self):
if self.shuffle:
keys = list(self.dataset.keys())
random.shuffle(keys)
dataset_ = {}
for key in keys:
dataset_[key] = self.dataset[key]
self.dataset = dataset_
def get_image(self, person, index):
# print(os.path.join(self.dataset_path, os.path.join('images/' + person, self.dataset[person][index])))
img = cv2.imread(os.path.join(self.dataset_path, os.path.join(person, self.dataset[person][index])))
img = cv2.resize(img, (224, 224))
img = np.asarray(img, dtype=np.float64)
img = preprocess_input1(img)
return img
data_generator = DataGenerator(dataset_path='/content/pins/PINS/')
Streaming output truncated to the last 5000 lines.
Ryan Reynolds68.jpg
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Ryan Reynolds0.jpg
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['Dave Franco27_1471.jpg', 'Dave Franco10_1455.jpg', 'Dave Franco192_1495.jpg', 'Dave Franco167_1551.jpg', 'Dave Franco109_1523.jpg', 'Dave Franco4_1543.jpg', 'Dave Franco46_1456.jpg', 'Dave Franco66_1489.jpg', 'Dave Franco45_1484.jpg', 'Dave Franco32_1474.jpg', 'Dave Franco100_1552.jpg', 'Dave Franco1_1529.jpg', 'Dave Franco142_1510.jpg', 'Dave Franco132_1550.jpg', 'Dave Franco54_1477.jpg', 'Dave Franco177_1540.jpg', 'Dave Franco28_1562.jpg', 'Dave Franco192_1493.jpg', 'Dave Franco160_1535.jpg', 'Dave Franco61_1467.jpg', 'Dave Franco18_1547.jpg', 'Dave Franco83_1505.jpg', 'Dave Franco197_1436.jpg', 'Dave Franco191_1553.jpg', 'Dave Franco192_1494.jpg', 'Dave Franco65_1506.jpg', 'Dave Franco15_1480.jpg', 'Dave Franco122_1527.jpg', 'Dave Franco102_1485.jpg', 'Dave Franco161_1548.jpg', 'Dave Franco3_1457.jpg', 'Dave Franco103_1440.jpg', 'Dave Franco57_1445.jpg', 'Dave Franco88_1500.jpg', 'Dave Franco37_1442.jpg', 'Dave Franco19_1558.jpg', 'Dave Franco124_1483.jpg', 'Dave Franco82_1499.jpg', 'Dave Franco189_1555.jpg', 'Dave Franco124_1482.jpg', 'Dave Franco192_1492.jpg', 'Dave Franco153_1507.jpg', 'Dave Franco84_1462.jpg', 'Dave Franco186_1453.jpg', 'Dave Franco155_1538.jpg', 'Dave Franco47_1517.jpg', 'Dave Franco104_1476.jpg', 'Dave Franco175_1465.jpg', 'Dave Franco29_1478.jpg', 'Dave Franco62_1509.jpg', 'Dave Franco119_1521.jpg', 'Dave Franco70_1514.jpg', 'Dave Franco116_1526.jpg', 'Dave Franco106_1490.jpg', 'Dave Franco8_1496.jpg', 'Dave Franco37_1444.jpg', 'Dave Franco53_1560.jpg', 'Dave Franco44_1516.jpg', 'Dave Franco31_1537.jpg', 'Dave Franco105_1512.jpg', 'Dave Franco120_1497.jpg', 'Dave Franco27_1470.jpg', 'Dave Franco135_1487.jpg', 'Dave Franco186_1446.jpg', 'Dave Franco28_1561.jpg', 'Dave Franco140_1511.jpg', 'Dave Franco39_1461.jpg', 'Dave Franco60_1463.jpg', 'Dave Franco42_1544.jpg', 'Dave Franco187_1528.jpg', 'Dave Franco16_1464.jpg', 'Dave Franco186_1449.jpg', 'Dave Franco14_1524.jpg', 'Dave Franco7_1522.jpg', 'Dave Franco148_1520.jpg', 'Dave Franco9_1559.jpg', 'Dave Franco124_1481.jpg', 'Dave Franco74_1539.jpg', 'Dave Franco86_1468.jpg', 'Dave Franco186_1451.jpg', 'Dave Franco99_1498.jpg', 'Dave Franco168_1441.jpg', 'Dave Franco73_1439.jpg', 'Dave Franco131_1554.jpg', 'Dave Franco97_1518.jpg', 'Dave Franco132_1549.jpg', 'Dave Franco130_1546.jpg', 'Dave Franco98_1504.jpg', 'Dave Franco141_1541.jpg', 'Dave Franco70_1515.jpg', 'Dave Franco186_1447.jpg', 'Dave Franco91_1533.jpg', 'Dave Franco36_1438.jpg', 'Dave Franco79_1502.jpg', 'Dave Franco17_1466.jpg', 'Dave Franco23_1508.jpg', 'Dave Franco27_1473.jpg', 'Dave Franco158_1530.jpg', 'Dave Franco101_1513.jpg', 'Dave Franco50_1536.jpg', 'Dave Franco182_1458.jpg', 'Dave Franco146_1501.jpg', 'Dave Franco164_1488.jpg', 'Dave Franco184_1475.jpg', 'Dave Franco128_1491.jpg', 'Dave Franco76_1557.jpg', 'Dave Franco107_1479.jpg', 'Dave Franco186_1452.jpg', 'Dave Franco139_1503.jpg', 'Dave Franco108_1534.jpg', 'Dave Franco12_1556.jpg', 'Dave Franco186_1454.jpg', 'Dave Franco43_1469.jpg', 'Dave Franco5_1542.jpg', 'Dave Franco13_1545.jpg', 'Dave Franco75_1437.jpg', 'Dave Franco188_1532.jpg', 'Dave Franco27_1472.jpg', 'Dave Franco186_1448.jpg', 'Dave Franco41_1460.jpg', 'Dave Franco180_1519.jpg', 'Dave Franco14_1525.jpg', 'Dave Franco37_1443.jpg', 'Dave Franco87_1486.jpg', 'Dave Franco198_1459.jpg', 'Dave Franco186_1450.jpg']
Dave Franco27_1471.jpg
Dave Franco10_1455.jpg
Dave Franco192_1495.jpg
Dave Franco167_1551.jpg
Dave Franco109_1523.jpg
Dave Franco4_1543.jpg
Dave Franco46_1456.jpg
Dave Franco66_1489.jpg
Dave Franco45_1484.jpg
Dave Franco32_1474.jpg
Dave Franco100_1552.jpg
Dave Franco1_1529.jpg
Dave Franco142_1510.jpg
Dave Franco132_1550.jpg
Dave Franco54_1477.jpg
Dave Franco177_1540.jpg
Dave Franco28_1562.jpg
Dave Franco192_1493.jpg
Dave Franco160_1535.jpg
Dave Franco61_1467.jpg
Dave Franco18_1547.jpg
Dave Franco83_1505.jpg
Dave Franco197_1436.jpg
Dave Franco191_1553.jpg
Dave Franco192_1494.jpg
Dave Franco65_1506.jpg
Dave Franco15_1480.jpg
Dave Franco122_1527.jpg
Dave Franco102_1485.jpg
Dave Franco161_1548.jpg
Dave Franco3_1457.jpg
Dave Franco103_1440.jpg
Dave Franco57_1445.jpg
Dave Franco88_1500.jpg
Dave Franco37_1442.jpg
Dave Franco19_1558.jpg
Dave Franco124_1483.jpg
Dave Franco82_1499.jpg
Dave Franco189_1555.jpg
Dave Franco124_1482.jpg
Dave Franco192_1492.jpg
Dave Franco153_1507.jpg
Dave Franco84_1462.jpg
Dave Franco186_1453.jpg
Dave Franco155_1538.jpg
Dave Franco47_1517.jpg
Dave Franco104_1476.jpg
Dave Franco175_1465.jpg
Dave Franco29_1478.jpg
Dave Franco62_1509.jpg
Dave Franco119_1521.jpg
Dave Franco70_1514.jpg
Dave Franco116_1526.jpg
Dave Franco106_1490.jpg
Dave Franco8_1496.jpg
Dave Franco37_1444.jpg
Dave Franco53_1560.jpg
Dave Franco44_1516.jpg
Dave Franco31_1537.jpg
Dave Franco105_1512.jpg
Dave Franco120_1497.jpg
Dave Franco27_1470.jpg
Dave Franco135_1487.jpg
Dave Franco186_1446.jpg
Dave Franco28_1561.jpg
Dave Franco140_1511.jpg
Dave Franco39_1461.jpg
Dave Franco60_1463.jpg
Dave Franco42_1544.jpg
Dave Franco187_1528.jpg
Dave Franco16_1464.jpg
Dave Franco186_1449.jpg
Dave Franco14_1524.jpg
Dave Franco7_1522.jpg
Dave Franco148_1520.jpg
Dave Franco9_1559.jpg
Dave Franco124_1481.jpg
Dave Franco74_1539.jpg
Dave Franco86_1468.jpg
Dave Franco186_1451.jpg
Dave Franco99_1498.jpg
Dave Franco168_1441.jpg
Dave Franco73_1439.jpg
Dave Franco131_1554.jpg
Dave Franco97_1518.jpg
Dave Franco132_1549.jpg
Dave Franco130_1546.jpg
Dave Franco98_1504.jpg
Dave Franco141_1541.jpg
Dave Franco70_1515.jpg
Dave Franco186_1447.jpg
Dave Franco91_1533.jpg
Dave Franco36_1438.jpg
Dave Franco79_1502.jpg
Dave Franco17_1466.jpg
Dave Franco23_1508.jpg
Dave Franco27_1473.jpg
Dave Franco158_1530.jpg
Dave Franco101_1513.jpg
Dave Franco50_1536.jpg
Dave Franco182_1458.jpg
Dave Franco146_1501.jpg
Dave Franco164_1488.jpg
Dave Franco184_1475.jpg
Dave Franco128_1491.jpg
Dave Franco76_1557.jpg
Dave Franco107_1479.jpg
Dave Franco186_1452.jpg
Dave Franco139_1503.jpg
Dave Franco108_1534.jpg
Dave Franco12_1556.jpg
Dave Franco186_1454.jpg
Dave Franco43_1469.jpg
Dave Franco5_1542.jpg
Dave Franco13_1545.jpg
Dave Franco75_1437.jpg
Dave Franco188_1532.jpg
Dave Franco27_1472.jpg
Dave Franco186_1448.jpg
Dave Franco41_1460.jpg
Dave Franco180_1519.jpg
Dave Franco14_1525.jpg
Dave Franco37_1443.jpg
Dave Franco87_1486.jpg
Dave Franco198_1459.jpg
Dave Franco186_1450.jpg
['Robert Knepper86.jpg', 'Robert Knepper92.jpg', 'Robert Knepper89.jpg', 'Robert Knepper29.jpg', 'Robert Knepper49.jpg', 'Robert Knepper28.jpg', 'Robert Knepper65.jpg', 'Robert Knepper87.jpg', 'Robert Knepper44.jpg', 'Robert Knepper69.jpg', 'Robert Knepper2.jpg', 'Robert Knepper46.jpg', 'Robert Knepper35.jpg', 'Robert Knepper14.jpg', 'Robert Knepper60.jpg', 'Robert Knepper48.jpg', 'Robert Knepper52.jpg', 'Robert Knepper41.jpg', 'Robert Knepper74.jpg', 'Robert Knepper12.jpg', 'Robert Knepper57.jpg', 'Robert Knepper15.jpg', 'Robert Knepper42.jpg', 'Robert Knepper18.jpg', 'Robert Knepper78.jpg', 'Robert Knepper54.jpg', 'Robert Knepper0.jpg', 'Robert Knepper53.jpg', 'Robert Knepper63.jpg', 'Robert Knepper38.jpg', 'Robert Knepper90.jpg', 'Robert Knepper39.jpg', 'Robert Knepper75.jpg', 'Robert Knepper77.jpg', 'Robert Knepper64.jpg', 'Robert Knepper32.jpg', 'Robert Knepper31.jpg', 'Robert Knepper37.jpg', 'Robert Knepper83.jpg', 'Robert Knepper59.jpg', 'Robert Knepper25.jpg', 'Robert Knepper50.jpg', 'Robert Knepper8.jpg', 'Robert Knepper94.jpg', 'Robert Knepper7.jpg', 'Robert Knepper81.jpg', 'Robert Knepper24.jpg', 'Robert Knepper20.jpg', 'Robert Knepper79.jpg', 'Robert Knepper96.jpg', 'Robert Knepper1.jpg', 'Robert Knepper22.jpg', 'Robert Knepper70.jpg', 'Robert Knepper88.jpg', 'Robert Knepper4.jpg', 'Robert Knepper68.jpg', 'Robert Knepper9.jpg', 'Robert Knepper34.jpg', 'Robert Knepper16.jpg', 'Robert Knepper17.jpg', 'Robert Knepper19.jpg', 'Robert Knepper26.jpg', 'Robert Knepper71.jpg', 'Robert Knepper23.jpg', 'Robert Knepper72.jpg', 'Robert Knepper62.jpg', 'Robert Knepper67.jpg', 'Robert Knepper85.jpg', 'Robert Knepper47.jpg', 'Robert Knepper84.jpg', 'Robert Knepper73.jpg', 'Robert Knepper6.jpg', 'Robert Knepper93.jpg', 'Robert Knepper95.jpg', 'Robert Knepper36.jpg', 'Robert Knepper33.jpg', 'Robert Knepper11.jpg', 'Robert Knepper58.jpg', 'Robert Knepper82.jpg', 'Robert Knepper51.jpg', 'Robert Knepper66.jpg', 'Robert Knepper55.jpg', 'Robert Knepper76.jpg', 'Robert Knepper13.jpg', 'Robert Knepper30.jpg', 'Robert Knepper21.jpg', 'Robert Knepper5.jpg', 'Robert Knepper80.jpg', 'Robert Knepper91.jpg', 'Robert Knepper40.jpg', 'Robert Knepper43.jpg', 'Robert Knepper61.jpg', 'Robert Knepper56.jpg', 'Robert Knepper10.jpg', 'Robert Knepper27.jpg']
Robert Knepper86.jpg
Robert Knepper92.jpg
Robert Knepper89.jpg
Robert Knepper29.jpg
Robert Knepper49.jpg
Robert Knepper28.jpg
Robert Knepper65.jpg
Robert Knepper87.jpg
Robert Knepper44.jpg
Robert Knepper69.jpg
Robert Knepper2.jpg
Robert Knepper46.jpg
Robert Knepper35.jpg
Robert Knepper14.jpg
Robert Knepper60.jpg
Robert Knepper48.jpg
Robert Knepper52.jpg
Robert Knepper41.jpg
Robert Knepper74.jpg
Robert Knepper12.jpg
Robert Knepper57.jpg
Robert Knepper15.jpg
Robert Knepper42.jpg
Robert Knepper18.jpg
Robert Knepper78.jpg
Robert Knepper54.jpg
Robert Knepper0.jpg
Robert Knepper53.jpg
Robert Knepper63.jpg
Robert Knepper38.jpg
Robert Knepper90.jpg
Robert Knepper39.jpg
Robert Knepper75.jpg
Robert Knepper77.jpg
Robert Knepper64.jpg
Robert Knepper32.jpg
Robert Knepper31.jpg
Robert Knepper37.jpg
Robert Knepper83.jpg
Robert Knepper59.jpg
Robert Knepper25.jpg
Robert Knepper50.jpg
Robert Knepper8.jpg
Robert Knepper94.jpg
Robert Knepper7.jpg
Robert Knepper81.jpg
Robert Knepper24.jpg
Robert Knepper20.jpg
Robert Knepper79.jpg
Robert Knepper96.jpg
Robert Knepper1.jpg
Robert Knepper22.jpg
Robert Knepper70.jpg
Robert Knepper88.jpg
Robert Knepper4.jpg
Robert Knepper68.jpg
Robert Knepper9.jpg
Robert Knepper34.jpg
Robert Knepper16.jpg
Robert Knepper17.jpg
Robert Knepper19.jpg
Robert Knepper26.jpg
Robert Knepper71.jpg
Robert Knepper23.jpg
Robert Knepper72.jpg
Robert Knepper62.jpg
Robert Knepper67.jpg
Robert Knepper85.jpg
Robert Knepper47.jpg
Robert Knepper84.jpg
Robert Knepper73.jpg
Robert Knepper6.jpg
Robert Knepper93.jpg
Robert Knepper95.jpg
Robert Knepper36.jpg
Robert Knepper33.jpg
Robert Knepper11.jpg
Robert Knepper58.jpg
Robert Knepper82.jpg
Robert Knepper51.jpg
Robert Knepper66.jpg
Robert Knepper55.jpg
Robert Knepper76.jpg
Robert Knepper13.jpg
Robert Knepper30.jpg
Robert Knepper21.jpg
Robert Knepper5.jpg
Robert Knepper80.jpg
Robert Knepper91.jpg
Robert Knepper40.jpg
Robert Knepper43.jpg
Robert Knepper61.jpg
Robert Knepper56.jpg
Robert Knepper10.jpg
Robert Knepper27.jpg
Compiling the network using Adam optimizer:
siamese_nw.compile(loss=None, optimizer='adam')
for i in range(0,3):
siamese_nw.fit(data_generator[i], epochs=10, steps_per_epoch=5)
Epoch 1/10 5/5 [==============================] - 15s 445ms/step - loss: 0.2085 Epoch 2/10 5/5 [==============================] - 1s 141ms/step - loss: 0.0658 Epoch 3/10 5/5 [==============================] - 1s 142ms/step - loss: 0.1343 Epoch 4/10 5/5 [==============================] - 1s 139ms/step - loss: 0.0051 Epoch 5/10 5/5 [==============================] - 1s 140ms/step - loss: 0.0307 Epoch 6/10 5/5 [==============================] - 1s 140ms/step - loss: 0.0211 Epoch 7/10 5/5 [==============================] - 1s 141ms/step - loss: 0.0000e+00 Epoch 8/10 5/5 [==============================] - 1s 137ms/step - loss: 0.0000e+00 Epoch 9/10 5/5 [==============================] - 1s 139ms/step - loss: 0.0000e+00 Epoch 10/10 5/5 [==============================] - 1s 138ms/step - loss: 0.0000e+00 Epoch 1/10 5/5 [==============================] - 1s 139ms/step - loss: 0.1688 Epoch 2/10 5/5 [==============================] - 1s 137ms/step - loss: 0.0298 Epoch 3/10 5/5 [==============================] - 1s 139ms/step - loss: 0.0471 Epoch 4/10 5/5 [==============================] - 1s 139ms/step - loss: 0.0229 Epoch 5/10 5/5 [==============================] - 1s 138ms/step - loss: 0.0000e+00 Epoch 6/10 5/5 [==============================] - 1s 136ms/step - loss: 0.0000e+00 Epoch 7/10 5/5 [==============================] - 1s 140ms/step - loss: 0.0000e+00 Epoch 8/10 5/5 [==============================] - 1s 140ms/step - loss: 0.0000e+00 Epoch 9/10 5/5 [==============================] - 1s 138ms/step - loss: 0.0000e+00 Epoch 10/10 5/5 [==============================] - 1s 141ms/step - loss: 0.0624 Epoch 1/10 5/5 [==============================] - 1s 140ms/step - loss: 0.1407 Epoch 2/10 5/5 [==============================] - 1s 138ms/step - loss: 0.0417 Epoch 3/10 5/5 [==============================] - 1s 140ms/step - loss: 0.0010 Epoch 4/10 5/5 [==============================] - 1s 138ms/step - loss: 0.0000e+00 Epoch 5/10 5/5 [==============================] - 1s 140ms/step - loss: 0.0000e+00 Epoch 6/10 5/5 [==============================] - 1s 138ms/step - loss: 0.0000e+00 Epoch 7/10 5/5 [==============================] - 1s 140ms/step - loss: 0.0070 Epoch 8/10 5/5 [==============================] - 1s 140ms/step - loss: 0.0000e+00 Epoch 9/10 5/5 [==============================] - 1s 139ms/step - loss: 0.0000e+00 Epoch 10/10 5/5 [==============================] - 1s 138ms/step - loss: 0.0000e+00
As seen below the loss remains around 0 which is better than that trained using Inception network above.
img1=data_generator[0][0][10].reshape(1,224,224,3)
img2=data_generator[0][1][10].reshape(1,224,224,3)
img3=data_generator[0][2][10].reshape(1,224,224,3)
emb_a = model(img1)
emb_a=K.l2_normalize(emb_a, axis=1)
emb_p = model(img2)
emb_p=K.l2_normalize(emb_p, axis=1)
emb_n = model(img3)
emb_n=K.l2_normalize(emb_n, axis=1)
a, p, n = [emb_a,emb_p,emb_n]
p_dist = K.sum(K.square(a-p), axis=-1)
n_dist = K.sum(K.square(a-n), axis=-1)
print(p_dist)
print(n_dist)
tf.Tensor([0.3278778], shape=(1,), dtype=float32) tf.Tensor([1.8645527], shape=(1,), dtype=float32)
def preprocess_image(image_path):
img = load_img(image_path, target_size=(224, 224))
img = img_to_array(img)
img = np.expand_dims(img, axis=0)
img = preprocess_input(img)
return img
K = tf.keras.backend
def preprocess_input1(x, data_format=None, version=1):
x_temp = np.copy(x)
if data_format is None:
data_format = K.image_data_format()
assert data_format in {'channels_last', 'channels_first'}
if version == 1:
if data_format == 'channels_first':
x_temp = x_temp[:, ::-1, ...]
x_temp[:, 0, :, :] -= 93.5940
x_temp[:, 1, :, :] -= 104.7624
x_temp[:, 2, :, :] -= 129.1863
else:
x_temp = x_temp[..., ::-1]
x_temp[..., 0] -= 93.5940
x_temp[..., 1] -= 104.7624
x_temp[..., 2] -= 129.1863
elif version == 2:
if data_format == 'channels_first':
x_temp = x_temp[:, ::-1, ...]
x_temp[:, 0, :, :] -= 91.4953
x_temp[:, 1, :, :] -= 103.8827
x_temp[:, 2, :, :] -= 131.0912
else:
x_temp = x_temp[..., ::-1]
x_temp[..., 0] -= 91.4953
x_temp[..., 1] -= 103.8827
x_temp[..., 2] -= 131.0912
else:
raise NotImplementedError
return x_temp
class DataGenerator(tf.keras.utils.Sequence):
def __init__(self, dataset_path, batch_size=32, shuffle=True):
self.dataset = self.curate_dataset(dataset_path)
self.dataset_path = dataset_path
self.shuffle = shuffle
self.batch_size =batch_size
self.no_of_people = len(list(self.dataset.keys()))
self.on_epoch_end()
def __getitem__(self, index):
people = list(self.dataset.keys())[index * self.batch_size: (index + 1) * self.batch_size]
P = []
A = []
N = []
for person in people:
anchor_index = random.randint(0, len(self.dataset[person])-1)
a = self.get_image(person, anchor_index)
positive_index = random.randint(0, len(self.dataset[person])-1)
while positive_index == anchor_index:
positive_index = random.randint(0, len(self.dataset[person])-1)
p = self.get_image(person, positive_index)
negative_person_index = random.randint(0, self.no_of_people - 1)
negative_person = list(self.dataset.keys())[negative_person_index]
while negative_person == person:
negative_person_index = random.randint(0, self.no_of_people - 1)
negative_person = list(self.dataset.keys())[negative_person_index]
negative_index = random.randint(0, len(self.dataset[negative_person])-1)
n = self.get_image(negative_person, negative_index)
P.append(p)
A.append(a)
N.append(n)
A = np.asarray(A)
N = np.asarray(N)
P = np.asarray(P)
return [A, P, N]
def __len__(self):
return self.no_of_people // self.batch_size
def curate_dataset(self, dataset_path):
dataset = {}
for f in os.listdir('/content/pins/PINS'):
image_list = os.listdir('/content/pins/PINS/'+f)
print(image_list)
for image in image_list:
print(image)
folder_name, file_name = f,image
if folder_name in dataset.keys():
dataset[folder_name].append(file_name)
else:
dataset[folder_name] = [file_name]
return dataset
def on_epoch_end(self):
if self.shuffle:
keys = list(self.dataset.keys())
random.shuffle(keys)
dataset_ = {}
for key in keys:
dataset_[key] = self.dataset[key]
self.dataset = dataset_
def get_image(self, person, index):
# print(os.path.join(self.dataset_path, os.path.join('images/' + person, self.dataset[person][index])))
img = cv2.imread(os.path.join(self.dataset_path, os.path.join(person, self.dataset[person][index])))
img = cv2.resize(img, (224, 224))
img = np.asarray(img, dtype=np.float64)
img = preprocess_input1(img)
return img
data_generator = DataGenerator(dataset_path='/content/pins/PINS/')
Streaming output truncated to the last 5000 lines.
Ryan Reynolds68.jpg
Ryan Reynolds31.jpg
Ryan Reynolds17.jpg
Ryan Reynolds88.jpg
Ryan Reynolds47.jpg
Ryan Reynolds14.jpg
Ryan Reynolds21.jpg
Ryan Reynolds70.jpg
Ryan Reynolds85.jpg
Ryan Reynolds91.jpg
Ryan Reynolds13.jpg
Ryan Reynolds45.jpg
Ryan Reynolds28.jpg
Ryan Reynolds67.jpg
Ryan Reynolds23.jpg
Ryan Reynolds94.jpg
Ryan Reynolds34.jpg
Ryan Reynolds48.jpg
Ryan Reynolds51.jpg
Ryan Reynolds69.jpg
Ryan Reynolds15.jpg
Ryan Reynolds18.jpg
Ryan Reynolds66.jpg
Ryan Reynolds40.jpg
Ryan Reynolds24.jpg
Ryan Reynolds26.jpg
Ryan Reynolds73.jpg
Ryan Reynolds43.jpg
Ryan Reynolds96.jpg
Ryan Reynolds72.jpg
Ryan Reynolds39.jpg
Ryan Reynolds32.jpg
Ryan Reynolds35.jpg
Ryan Reynolds59.jpg
Ryan Reynolds42.jpg
Ryan Reynolds12.jpg
Ryan Reynolds33.jpg
Ryan Reynolds52.jpg
Ryan Reynolds22.jpg
Ryan Reynolds74.jpg
Ryan Reynolds27.jpg
Ryan Reynolds86.jpg
Ryan Reynolds0.jpg
Ryan Reynolds36.jpg
Ryan Reynolds95.jpg
Ryan Reynolds56.jpg
Ryan Reynolds79.jpg
Ryan Reynolds54.jpg
Ryan Reynolds10.jpg
Ryan Reynolds50.jpg
Ryan Reynolds38.jpg
Ryan Reynolds71.jpg
Ryan Reynolds93.jpg
Ryan Reynolds20.jpg
Ryan Reynolds92.jpg
Ryan Reynolds90.jpg
Ryan Reynolds62.jpg
Ryan Reynolds11.jpg
Ryan Reynolds61.jpg
Ryan Reynolds97.jpg
Ryan Reynolds64.jpg
Ryan Reynolds6.jpg
Ryan Reynolds46.jpg
Ryan Reynolds3.jpg
Ryan Reynolds75.jpg
Ryan Reynolds30.jpg
Ryan Reynolds4.jpg
Ryan Reynolds8.jpg
Ryan Reynolds55.jpg
Ryan Reynolds49.jpg
Ryan Reynolds53.jpg
Ryan Reynolds1.jpg
Ryan Reynolds37.jpg
Ryan Reynolds89.jpg
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Robert Knepper78.jpg
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Generating embedded vectors using preprocess_input1 function for preprocessing input images:
embedded = np.zeros((metadata.shape[0], 128))
for i, m in enumerate(metadata):
print(i)
img = cv2.imread(m.image_path())
img = cv2.resize(img, (224, 224))
img = np.asarray(img, dtype=np.float64)
img = preprocess_input1(img)
embedded[i] = model.predict(np.expand_dims(img, axis=0))[0]
Streaming output truncated to the last 5000 lines.
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embedded2 = embedded.copy()
Generating embedding vectors using preprocess_image as the function for preprocessing input images for generating embedding vectors:
embedded2 = np.zeros((metadata.shape[0], 128))
for i, m in enumerate(metadata):
print(i)
img=preprocess_image(m.image_path())
embedded2[i] = model.predict(img)
Streaming output truncated to the last 5000 lines.
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embedded2 = np.zeros((metadata.shape[0], 128))
for i, m in enumerate(metadata):
print(i)
img=preprocess_image(m.image_path())
embedded2[i] = model.predict(img)
Streaming output truncated to the last 5000 lines.
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Defining the euclidian distance function for generating distances for image pairs:
def distance(emb1, emb2):
return np.sum(np.square(K.l2_normalize(emb1) - K.l2_normalize(emb2)))
for i,m in enumerate(metadata):
print(m.image_path)
img = cv2.imread(m.image_path())
plt.imshow(img)
img = cv2.resize(img, (224, 224))
img = np.asarray(img, dtype=np.float64)
img = preprocess_input1(img)
embedded1 = model.predict(np.expand_dims(img, axis=0))[0]
break
<bound method IdentityMetadata.image_path of /content/PINS/pins_alycia debnam carey face/alycia debnam carey face97.jpg>
Generating distance for sample images using the above embedding vectors:
def show_pair(idx1, idx2):
print(str(img_paths[idx1]))
print(str(img_paths[idx2]))
plt.figure(figsize=(8,3))
plt.suptitle(f'Distance = {distance(embedded_nn1[idx1], embedded_nn1[idx2]):.2f}')
plt.subplot(121)
img=cv2.imread(str(img_paths[idx1]))
img1=cv2.imread(str(img_paths[idx2]))
plt.imshow(img)
plt.subplot(122)
plt.imshow(img1)
show_pair(505,510)
show_pair(1, 150)
/content/PINS/pins_Morena Baccarin/Morena Baccarin100.jpg /content/PINS/pins_Morena Baccarin/Morena Baccarin31.jpg /content/PINS/pins_Anna Gunn/Anna Gunn99_2266.jpg /content/PINS/pins_Josh Radnor/Josh Radnor96.jpg
def show_pair(idx1, idx2):
print(str(metadata[idx1]))
print(str(metadata[idx2]))
plt.figure(figsize=(8,3))
plt.suptitle(f'Distance = {distance(embedded2[idx1], embedded2[idx2]):.2f}')
plt.subplot(121)
img=cv2.imread(str(metadata[idx1]))
img1=cv2.imread(str(metadata[idx2]))
plt.imshow(img)
plt.subplot(122)
plt.imshow(img1)
show_pair(3004,3003)
show_pair(2001, 3000)
/content/PINS/pins_jason isaacs/jason isaacs57_2052.jpg /content/PINS/pins_jason isaacs/jason isaacs39_2110.jpg /content/PINS/pins_Emma Stone/Emma Stone65.jpg /content/PINS/pins_jason isaacs/jason isaacs125_2038.jpg
from sklearn.metrics import f1_score, accuracy_score,confusion_matrix
Saving the distances for each pair of images in the training set in order the set the threshold for the euclidian distance. This threshold is the point where the F1 score is the maximum:
from sklearn.metrics import f1_score, accuracy_score
distances = [] # squared L2 distance between pairs
identical = [] # 1 if same identity, 0 otherwise
num = len(metadata)
for i in range(num - 1):
print(i)
for j in range(i + 1, num):
print(j)
distances.append(distance(embedded2[i], embedded2[j]))
identical.append(1 if metadata[i].name == metadata[j].name else 0)
distances = np.array(distances)
identical = np.array(identical)
thresholds = np.arange(0.3, 1.0, 0.01)
f1_scores = [f1_score(identical, distances < t) for t in thresholds]
acc_scores = [accuracy_score(identical, distances < t) for t in thresholds]
opt_idx = np.argmax(f1_scores)
# Threshold at maximal F1 score
opt_tau = thresholds[opt_idx]
# Accuracy at maximal F1 score
opt_acc = accuracy_score(identical, distances < opt_tau)
# Plot F1 score and accuracy as function of distance threshold
plt.plot(thresholds, f1_scores, label='F1 score');
plt.plot(thresholds, acc_scores, label='Accuracy');
plt.axvline(x=opt_tau, linestyle='--', lw=1, c='lightgrey', label='Threshold')
plt.title(f'Accuracy at threshold {opt_tau:.2f} = {opt_acc:.3f}');
plt.xlabel('Distance threshold')
plt.legend();
Streaming output truncated to the last 5000 lines.
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--------------------------------------------------------------------------- KeyboardInterrupt Traceback (most recent call last) <ipython-input-18-3de9b578ac29> in <module>() 10 for j in range(i + 1, num): 11 print(j) ---> 12 distances.append(distance(embedded2[i], embedded2[j])) 13 identical.append(1 if metadata[i].name == metadata[j].name else 0) 14 <ipython-input-16-fd59e680dbb3> in distance(emb1, emb2) 1 def distance(emb1, emb2): ----> 2 return np.sum(np.square(K.l2_normalize(emb1) - K.l2_normalize(emb2))) /usr/local/lib/python3.7/dist-packages/tensorflow/python/util/dispatch.py in wrapper(*args, **kwargs) 204 """Call target, and fall back on dispatchers if there is a TypeError.""" 205 try: --> 206 return target(*args, **kwargs) 207 except (TypeError, ValueError): 208 # Note: convert_to_eager_tensor currently raises a ValueError, not a /usr/local/lib/python3.7/dist-packages/keras/backend.py in l2_normalize(x, axis) 5095 A tensor. 5096 """ -> 5097 return tf.linalg.l2_normalize(x, axis=axis) 5098 5099 /usr/local/lib/python3.7/dist-packages/tensorflow/python/util/dispatch.py in wrapper(*args, **kwargs) 204 """Call target, and fall back on dispatchers if there is a TypeError.""" 205 try: --> 206 return target(*args, **kwargs) 207 except (TypeError, ValueError): 208 # Note: convert_to_eager_tensor currently raises a ValueError, not a /usr/local/lib/python3.7/dist-packages/tensorflow/python/util/deprecation.py in new_func(*args, **kwargs) 533 'in a future version' if date is None else ('after %s' % date), 534 instructions) --> 535 return func(*args, **kwargs) 536 537 doc = _add_deprecated_arg_notice_to_docstring( /usr/local/lib/python3.7/dist-packages/tensorflow/python/ops/nn_impl.py in l2_normalize(x, axis, epsilon, name, dim) 677 norm_imag = math_ops.multiply(math_ops.imag(x), x_inv_norm) 678 return math_ops.complex(norm_real, norm_imag, name=name) --> 679 square_sum = math_ops.reduce_sum(math_ops.square(x), axis, keepdims=True) 680 x_inv_norm = math_ops.rsqrt(math_ops.maximum(square_sum, epsilon)) 681 return math_ops.multiply(x, x_inv_norm, name=name) /usr/local/lib/python3.7/dist-packages/tensorflow/python/ops/gen_math_ops.py in square(x, name) 10324 try: 10325 _result = pywrap_tfe.TFE_Py_FastPathExecute( > 10326 _ctx, "Square", name, x) 10327 return _result 10328 except _core._NotOkStatusException as e: KeyboardInterrupt:
The training has been interrupted above due to large number of training samples.
Using the already obtained distances before interruption for obtaining the threshold:
distances = np.array(distances)
identical = np.array(identical)
thresholds = np.arange(0.3, 1.0, 0.01)
f1_scores = [f1_score(identical, distances < t) for t in thresholds]
acc_scores = [accuracy_score(identical, distances < t) for t in thresholds]
opt_idx = np.argmax(f1_scores)
# Threshold at maximal F1 score
opt_tau = thresholds[opt_idx]
# Accuracy at maximal F1 score
opt_acc = accuracy_score(identical, distances < opt_tau)
# Plot F1 score and accuracy as function of distance threshold
plt.plot(thresholds, f1_scores, label='F1 score');
plt.plot(thresholds, acc_scores, label='Accuracy');
plt.axvline(x=opt_tau, linestyle='--', lw=1, c='lightgrey', label='Threshold')
plt.title(f'Accuracy at threshold {opt_tau:.2f} = {opt_acc:.3f}');
plt.xlabel('Distance threshold')
plt.legend();
The threshold is found to be 0.554.
len(distances)
14358182
img = cv2.imread(m.image_path())
img = cv2.resize(img, (224, 224))
img = np.asarray(img, dtype=np.float64)
img = preprocess_input1(img)
embedded[i] = model.predict(np.expand_dims(img, axis=0))[0]
import random
a, p, n = data_generator[0]
data_generator.__len__()
3
Using SVM Classifier for prediction of faces:
from sklearn.preprocessing import LabelEncoder
from sklearn.neighbors import KNeighborsClassifier
from sklearn.svm import SVC
from sklearn.linear_model import LogisticRegression
from sklearn.ensemble import RandomForestClassifier
img_paths[0]
'/content/PINS/pins_Anna Gunn/Anna Gunn121_2331.jpg'
Saving the target labels in a separate array:
targets = np.array([m.name for m in metadata])
targets
array(['pins_Anna Gunn', 'pins_Anna Gunn', 'pins_Anna Gunn', ...,
'pins_millie bobby brown', 'pins_millie bobby brown',
'pins_millie bobby brown'], dtype='<U29')
img_paths[0].split('/')[3]
'pins_Anna Gunn'
img_paths1=[]
for i in range(len(img_paths)):
print(img_paths[i].split('/')[3])
img_paths1.append(img_paths[i].split('/')[3])
Streaming output truncated to the last 5000 lines.
pins_Jon Bernthal
pins_Jon Bernthal
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pins_Jim Parsons
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pins_Jim Parsons
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pins_Jim Parsons
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pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_robert downey jr face
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_Peter Dinklage
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_emma watson face
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
pins_millie bobby brown
targets1 = np.array(img_paths1)
targets1
array(['pins_Anna Gunn', 'pins_Anna Gunn', 'pins_Anna Gunn', ...,
'pins_millie bobby brown', 'pins_millie bobby brown',
'pins_millie bobby brown'], dtype='<U29')
Encoding the target labels:
encoder = LabelEncoder()
encoder.fit(targets)
# Numerical encoding of identities
y = encoder.transform(targets)
y.shape
(10112,)
Saving the train and test indices in separate lists to separate data and train and test inputs: Here data with odd indices are saved in the train list which even indices are saved in the test list.
train_idx = np.arange(metadata.shape[0]) % 2 != 0
test_idx = np.arange(metadata.shape[0]) % 2 == 0
train_idx1 = np.arange(len(img_paths)) % 2 != 0
test_idx1 = np.arange(len(img_paths)) % 2 == 0
train_idx1
array([False, True, False, ..., True, False, True])
train_idx = np.arange(metadata.shape[0]) % 2 != 0
test_idx = np.arange(metadata.shape[0]) % 2 == 0
Comparing the performance of the SVM without PCA on the embedding vectors obtained from the VGG network and the inception networks respectively:
X_train = embedded2[train_idx]
# 50 test examples of 10 identities (5 examples each)
X_test = embedded2[test_idx]
X_train1 = np.array(embedded_nn1)[train_idx1]
# 50 test examples of 10 identities (5 examples each)
X_test1 = np.array(embedded_nn1)[test_idx1]
X_test1
array([[ 0.15168557, 0.04148319, -0.06835232, ..., -0.44849563,
-0.22906831, -0.42070127],
[ 0.6487107 , -0.7547504 , -0.9717866 , ..., -0.43125018,
0.4869392 , 0.02820696],
[ 0.8096458 , -0.6090255 , -1.9991994 , ..., -0.49041882,
-0.08633265, -0.43672878],
...,
[-0.12369372, 0.20436442, 0.43758723, ..., 0.6612498 ,
0.6465348 , 0.1736534 ],
[ 0.26179865, -0.6961348 , -0.35729918, ..., 0.08383086,
-0.49301457, -0.4718706 ],
[-0.35143042, -0.10248581, -0.6962171 , ..., -0.4642103 ,
-0.13836387, 0.32151002]], dtype=float32)
Saving the encoded labels in output train and test arrays:
y_train = y[train_idx]
y_test = y[test_idx]
Defining the SVM Classifier using C=10:
svc = SVC(C=10)
Fitting SVM on the data obtained from VGG predicted embedding vectors:
svc.fit(X_train, y_train)
SVC(C=10, break_ties=False, cache_size=200, class_weight=None, coef0=0.0,
decision_function_shape='ovr', degree=3, gamma='scale', kernel='rbf',
max_iter=-1, probability=False, random_state=None, shrinking=True,
tol=0.001, verbose=False)
Generating the accuracy score from predictions made on the test data:
acc_svc = accuracy_score(y_test, svc.predict(X_test))
acc_svc
0.9143918291550603
Fitting the SVM classifier on the embedding vectors obtained from the inception network:
svc.fit(X_train1, y_train1)
SVC(C=1.0, break_ties=False, cache_size=200, class_weight=None, coef0=0.0,
decision_function_shape='ovr', degree=3, gamma='scale', kernel='rbf',
max_iter=-1, probability=False, random_state=None, shrinking=True,
tol=0.001, verbose=False)
y_pred1=svc.predict(X_test1)
y_pred1
array([23, 37, 4, ..., 7, 90, 90])
Obtaining the accuracy score from predictions made on the test data:
acc_svc = accuracy_score(y_test1, y_pred1)
acc_svc
0.8447389240506329
As seen above, the SVM performs better on the embedding vectors obtained from the VGG network.
Using Logistic Regression as the Classifier and fitting on the data obtained from the inception network:
lr=LogisticRegression(max_iter=5000)
lr.fit(X_train1,y_train1)
LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,
intercept_scaling=1, l1_ratio=None, max_iter=5000,
multi_class='auto', n_jobs=None, penalty='l2',
random_state=None, solver='lbfgs', tol=0.0001, verbose=0,
warm_start=False)
Obtaining the accuracy score using test data predictions:
acc_lr=accuracy_score(y_test1, lr.predict(X_test1))
acc_lr
0.8457278481012658
Fitting the logistic classifier on the vectors obtained from the VGG network:
lr=LogisticRegression(max_iter=5000)
lr.fit(X_train,y_train)
LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,
intercept_scaling=1, l1_ratio=None, max_iter=5000,
multi_class='auto', n_jobs=None, penalty='l2',
random_state=None, solver='lbfgs', tol=0.0001, verbose=0,
warm_start=False)
Obtaining the accuracy score:
acc_lr=accuracy_score(y_test, lr.predict(X_test))
acc_lr
0.9394614670380688
As seen above, the logistic regression trained on the vectors obtained from VGG performs better than that trained on the vectors obtained from inception network. It also performs slightly better as compared to the SVM Classifier.
with np.printoptions(threshold=np.inf):
print(confusion_matrix(y_test, lr.predict(X_test)))
[[41 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 43 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 0 56 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 55 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 32 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 38 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 30 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0] [ 0 0 0 0 0 0 0 62 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 0 60 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 1 0 38 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 0 1 0 56 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 0 0 0 0 55 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 43 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 37 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0 2 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 1 68 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 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0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 40 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 41 1 0 0 0 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 25 0 0 0 0] [ 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 30 0 0 2] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 47 0 0] [ 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 56 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 1 0 0 0 0 51]]
Generating a sample prediction:
example_idx = 403
example_image = cv2.imread(str(metadata[test_idx][example_idx].image_path()))
print(str(metadata[test_idx][example_idx]))
example_prediction = svc.predict([embedded[test_idx][example_idx]])
example_identity = encoder.inverse_transform(example_prediction)[0]
plt.imshow(example_image)
plt.title(f'Recognized as {example_identity}');
/content/PINS/pins_Natalie Portman /Natalie Portman 56.jpg
As seen above the image has been identified and predicted correctly.
ii) Using PCA:
Obtaining the cumulative variance plot to infer the reduced number of components that can be used which provide more tha 95% variance:
from sklearn.decomposition import PCA
pca = PCA().fit(embedded2)
plt.plot(np.cumsum(pca.explained_variance_ratio_))
plt.xlabel('number of components')
plt.ylabel('cumulative explained variance');
As seen above, 95% variance is reached using 60 components following which very minor changes can be observed with increase in components.
The PCA below is fit using 100 components:
pca = PCA(n_components=100)
pca.fit(embedded2)
X_pca = pca.transform(embedded2)
Splitting the PCA data using test size of 0.5:
x_train,x_test,y_train,y_test=train_test_split(X_pca,y,test_size=0.5)
y_train.shape
(5385,)
Defining the SVM classifier using C=10 and fitting the classifier using train input and outputs:
svc_pca=SVC(C=10)
svc_pca.fit(x_train,y_train)
SVC(C=10, break_ties=False, cache_size=200, class_weight=None, coef0=0.0,
decision_function_shape='ovr', degree=3, gamma='scale', kernel='rbf',
max_iter=-1, probability=False, random_state=None, shrinking=True,
tol=0.001, verbose=False)
Obtaining the accuracy from predictions on the test data:
acc_svc = accuracy_score(y_test, svc_pca.predict(x_test))
acc_svc
0.9054781801299907
The accuracy obtained above is around 90.54%
!unzip '/content/Part 2 Test Images.zip'
Archive: /content/Part 2 Test Images.zip inflating: Part 2 Test Images/Part_2_-_Test_Image_-_Dwayne_Johnson4.jpg inflating: Part 2 Test Images/Part_2-_Test_Image_-_Benedict_Cumberbatch9.jpg
Displaying the test images to be predicted:
img_test1=cv2.imread('/content/Part_2-_Test_Image_-_Benedict_Cumberbatch9.jpg')
img_test1 = cv2.resize(img_test1, (224, 224))
img_test1=np.array(img_test1,dtype='float64')
img_preprocess=preprocess_input1(img_test1)
img_test1=cv2.imread('/content/Part_2-_Test_Image_-_Benedict_Cumberbatch9.jpg')
plt.imshow(img_test1)
<matplotlib.image.AxesImage at 0x7f7d61a139d0>
img_test2=cv2.imread('/content/Part 2 Test Images/Part_2_-_Test_Image_-_Dwayne_Johnson4.jpg')
plt.imshow(img_test2)
<matplotlib.image.AxesImage at 0x7f9b58194510>
img_test1=cv2.imread('/content/Part_2-_Test_Image_-_Benedict_Cumberbatch9.jpg')
img_test1 = cv2.resize(img_test1, (224, 224))
img = np.asarray(img_test1, dtype=np.float64)
#img=img/255
img = preprocess_input1(img)
def preprocess_image(image_path):
img = load_img(image_path, target_size=(224, 224))
img = img_to_array(img)
img = np.expand_dims(img, axis=0)
img = preprocess_input(img)
return img
Preprocessing the images as per the requirements for VGG model to generate the corresponding embedding vectors:
img = preprocess_image('/content/Part_2-_Test_Image_-_Benedict_Cumberbatch9.jpg')
img1 = preprocess_image('/content/Part_2_-_Test_Image_-_Dwayne_Johnson4.jpg')
img.shape
(224, 224, 3)
img=img.reshape(1,224,224,3)
array(['pins_alycia debnam carey face', 'pins_alycia debnam carey face',
'pins_alycia debnam carey face', ..., 'pins_Robert Knepper',
'pins_Robert Knepper', 'pins_Robert Knepper'], dtype='<U29')
Generating the embedding vectors for both images:
emb_test1=model.predict(img)
emb_test2=model.predict(img1)
Predicting the labels for the embedding vectors obtained above for the images:
y_pred=svc.predict(emb_test1)
y_pred1=svc.predict(emb_test2)
print(y_pred)
print(y_pred1)
[5] [19]
Obtaining the labels through inverse transform of encoded values:
example_identity = encoder.inverse_transform(y_pred)[0]
example_identity1 = encoder.inverse_transform(y_pred1)[0]
print(example_identity)
print(example_identity1)
pins_Benedict Cumberbatch pins_Dwayne Johnson
The above labels have been predicted correctly as seen above.
Implementing PCA transformation for the generated vectors:
x_img_pca = pca.transform(emb_test1)
x_img_pca1 = pca.transform(emb_test2)
x_img_pca.shape
(1, 100)
Predicting the labels using the PCA transformed vectors using the SVM Classifier trained on the PCA transformed data:
y_pred_pca=svc_pca.predict(x_img_pca)
y_pred_pca1=svc_pca.predict(x_img_pca1)
y_pred_pca1
array([19])
print(y_pred_pca)
print(y_pred_pca1)
[5] [19]
Carrying out hyperparameter tuning to find the optimal parameters:
from sklearn.model_selection import GridSearchCV
param_grid = {'C': [0.1,1, 10, 100], 'gamma': [1,0.1,0.01,0.001],'kernel': ['rbf', 'poly', 'sigmoid']}
grid = GridSearchCV(SVC(),param_grid,refit=True,verbose=2)
grid.fit(X_train,y_train)
Fitting 5 folds for each of 48 candidates, totalling 240 fits [CV] C=0.1, gamma=1, kernel=rbf ......................................
[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.
[CV] ....................... C=0.1, gamma=1, kernel=rbf, total= 8.8s [CV] C=0.1, gamma=1, kernel=rbf ......................................
[Parallel(n_jobs=1)]: Done 1 out of 1 | elapsed: 8.8s remaining: 0.0s
[CV] ....................... C=0.1, gamma=1, kernel=rbf, total= 8.9s [CV] C=0.1, gamma=1, kernel=rbf ...................................... [CV] ....................... C=0.1, gamma=1, kernel=rbf, total= 8.9s [CV] C=0.1, gamma=1, kernel=rbf ...................................... [CV] ....................... C=0.1, gamma=1, kernel=rbf, total= 8.9s [CV] C=0.1, gamma=1, kernel=rbf ...................................... [CV] ....................... C=0.1, gamma=1, kernel=rbf, total= 8.9s [CV] C=0.1, gamma=1, kernel=poly ..................................... [CV] ...................... C=0.1, gamma=1, kernel=poly, total= 2.5s [CV] C=0.1, gamma=1, kernel=poly ..................................... [CV] ...................... C=0.1, gamma=1, kernel=poly, total= 2.4s [CV] C=0.1, gamma=1, kernel=poly ..................................... [CV] ...................... C=0.1, gamma=1, kernel=poly, total= 2.4s [CV] C=0.1, gamma=1, kernel=poly ..................................... [CV] ...................... C=0.1, gamma=1, kernel=poly, total= 2.4s [CV] C=0.1, gamma=1, kernel=poly ..................................... [CV] ...................... C=0.1, gamma=1, kernel=poly, total= 2.4s [CV] C=0.1, gamma=1, kernel=sigmoid .................................. [CV] ................... C=0.1, gamma=1, kernel=sigmoid, total= 6.1s [CV] C=0.1, gamma=1, kernel=sigmoid .................................. [CV] ................... C=0.1, gamma=1, kernel=sigmoid, total= 6.3s [CV] C=0.1, gamma=1, kernel=sigmoid .................................. [CV] ................... C=0.1, gamma=1, kernel=sigmoid, total= 6.3s [CV] C=0.1, gamma=1, kernel=sigmoid .................................. [CV] ................... C=0.1, gamma=1, kernel=sigmoid, total= 6.1s [CV] C=0.1, gamma=1, kernel=sigmoid .................................. [CV] ................... C=0.1, gamma=1, kernel=sigmoid, total= 6.1s [CV] C=0.1, gamma=0.1, kernel=rbf .................................... [CV] ..................... C=0.1, gamma=0.1, kernel=rbf, total= 9.3s [CV] C=0.1, gamma=0.1, kernel=rbf .................................... [CV] ..................... C=0.1, gamma=0.1, kernel=rbf, total= 9.1s [CV] C=0.1, gamma=0.1, kernel=rbf .................................... [CV] ..................... C=0.1, gamma=0.1, kernel=rbf, total= 9.1s [CV] C=0.1, gamma=0.1, kernel=rbf .................................... [CV] ..................... C=0.1, gamma=0.1, kernel=rbf, total= 9.0s [CV] C=0.1, gamma=0.1, kernel=rbf .................................... [CV] ..................... C=0.1, gamma=0.1, kernel=rbf, total= 9.1s [CV] C=0.1, gamma=0.1, kernel=poly ................................... [CV] .................... C=0.1, gamma=0.1, kernel=poly, total= 2.4s [CV] C=0.1, gamma=0.1, kernel=poly ................................... [CV] .................... C=0.1, gamma=0.1, kernel=poly, total= 2.4s [CV] C=0.1, gamma=0.1, kernel=poly ................................... [CV] .................... C=0.1, gamma=0.1, kernel=poly, total= 2.4s [CV] C=0.1, gamma=0.1, kernel=poly ................................... [CV] .................... C=0.1, gamma=0.1, kernel=poly, total= 2.3s [CV] C=0.1, gamma=0.1, kernel=poly ................................... [CV] .................... C=0.1, gamma=0.1, kernel=poly, total= 2.4s [CV] C=0.1, gamma=0.1, kernel=sigmoid ................................ [CV] ................. C=0.1, gamma=0.1, kernel=sigmoid, total= 6.2s [CV] C=0.1, gamma=0.1, kernel=sigmoid ................................ [CV] ................. C=0.1, gamma=0.1, kernel=sigmoid, total= 6.3s [CV] C=0.1, gamma=0.1, kernel=sigmoid ................................ [CV] ................. C=0.1, gamma=0.1, kernel=sigmoid, total= 6.4s [CV] C=0.1, gamma=0.1, kernel=sigmoid ................................ [CV] ................. C=0.1, gamma=0.1, kernel=sigmoid, total= 6.2s [CV] C=0.1, gamma=0.1, kernel=sigmoid ................................ [CV] ................. C=0.1, gamma=0.1, kernel=sigmoid, total= 6.2s [CV] C=0.1, gamma=0.01, kernel=rbf ................................... [CV] .................... C=0.1, gamma=0.01, kernel=rbf, total= 8.9s [CV] C=0.1, gamma=0.01, kernel=rbf ................................... [CV] .................... C=0.1, gamma=0.01, kernel=rbf, total= 9.0s [CV] C=0.1, gamma=0.01, kernel=rbf ................................... [CV] .................... C=0.1, gamma=0.01, kernel=rbf, total= 9.0s [CV] C=0.1, gamma=0.01, kernel=rbf ................................... [CV] .................... C=0.1, gamma=0.01, kernel=rbf, total= 8.9s [CV] C=0.1, gamma=0.01, kernel=rbf ................................... [CV] .................... C=0.1, gamma=0.01, kernel=rbf, total= 9.0s [CV] C=0.1, gamma=0.01, kernel=poly .................................. [CV] ................... C=0.1, gamma=0.01, kernel=poly, total= 2.5s [CV] C=0.1, gamma=0.01, kernel=poly .................................. [CV] ................... C=0.1, gamma=0.01, kernel=poly, total= 2.4s [CV] C=0.1, gamma=0.01, kernel=poly .................................. [CV] ................... C=0.1, gamma=0.01, kernel=poly, total= 2.4s [CV] C=0.1, gamma=0.01, kernel=poly .................................. [CV] ................... C=0.1, gamma=0.01, kernel=poly, total= 2.4s [CV] C=0.1, gamma=0.01, kernel=poly .................................. [CV] ................... C=0.1, gamma=0.01, kernel=poly, total= 2.4s [CV] C=0.1, gamma=0.01, kernel=sigmoid ............................... [CV] ................ C=0.1, gamma=0.01, kernel=sigmoid, total= 8.2s [CV] C=0.1, gamma=0.01, kernel=sigmoid ............................... [CV] ................ C=0.1, gamma=0.01, kernel=sigmoid, total= 8.2s [CV] C=0.1, gamma=0.01, kernel=sigmoid ............................... [CV] ................ C=0.1, gamma=0.01, kernel=sigmoid, total= 8.3s [CV] C=0.1, gamma=0.01, kernel=sigmoid ............................... [CV] ................ C=0.1, gamma=0.01, kernel=sigmoid, total= 8.3s [CV] C=0.1, gamma=0.01, kernel=sigmoid ............................... [CV] ................ C=0.1, gamma=0.01, kernel=sigmoid, total= 8.3s [CV] C=0.1, gamma=0.001, kernel=rbf .................................. [CV] ................... C=0.1, gamma=0.001, kernel=rbf, total= 7.5s [CV] C=0.1, gamma=0.001, kernel=rbf .................................. [CV] ................... C=0.1, gamma=0.001, kernel=rbf, total= 7.4s [CV] C=0.1, gamma=0.001, kernel=rbf .................................. [CV] ................... C=0.1, gamma=0.001, kernel=rbf, total= 7.5s [CV] C=0.1, gamma=0.001, kernel=rbf .................................. [CV] ................... C=0.1, gamma=0.001, kernel=rbf, total= 7.4s [CV] C=0.1, gamma=0.001, kernel=rbf .................................. [CV] ................... C=0.1, gamma=0.001, kernel=rbf, total= 7.4s [CV] C=0.1, gamma=0.001, kernel=poly ................................. [CV] .................. C=0.1, gamma=0.001, kernel=poly, total= 4.3s [CV] C=0.1, gamma=0.001, kernel=poly ................................. [CV] .................. C=0.1, gamma=0.001, kernel=poly, total= 4.3s [CV] C=0.1, gamma=0.001, kernel=poly ................................. [CV] .................. C=0.1, gamma=0.001, kernel=poly, total= 4.4s [CV] C=0.1, gamma=0.001, kernel=poly ................................. [CV] .................. C=0.1, gamma=0.001, kernel=poly, total= 4.3s [CV] C=0.1, gamma=0.001, kernel=poly ................................. [CV] .................. C=0.1, gamma=0.001, kernel=poly, total= 4.3s [CV] C=0.1, gamma=0.001, kernel=sigmoid .............................. [CV] ............... C=0.1, gamma=0.001, kernel=sigmoid, total= 7.8s [CV] C=0.1, gamma=0.001, kernel=sigmoid .............................. [CV] ............... C=0.1, gamma=0.001, kernel=sigmoid, total= 7.7s [CV] C=0.1, gamma=0.001, kernel=sigmoid .............................. [CV] ............... C=0.1, gamma=0.001, kernel=sigmoid, total= 7.8s [CV] C=0.1, gamma=0.001, kernel=sigmoid .............................. [CV] ............... C=0.1, gamma=0.001, kernel=sigmoid, total= 7.7s [CV] C=0.1, gamma=0.001, kernel=sigmoid .............................. [CV] ............... C=0.1, gamma=0.001, kernel=sigmoid, total= 7.6s [CV] C=1, gamma=1, kernel=rbf ........................................ [CV] ......................... C=1, gamma=1, kernel=rbf, total= 8.9s [CV] C=1, gamma=1, kernel=rbf ........................................ [CV] ......................... C=1, gamma=1, kernel=rbf, total= 9.1s [CV] C=1, gamma=1, kernel=rbf ........................................ [CV] ......................... C=1, gamma=1, kernel=rbf, total= 9.1s [CV] C=1, gamma=1, kernel=rbf ........................................ [CV] ......................... C=1, gamma=1, kernel=rbf, total= 8.9s [CV] C=1, gamma=1, kernel=rbf ........................................ [CV] ......................... C=1, gamma=1, kernel=rbf, total= 9.0s [CV] C=1, gamma=1, kernel=poly ....................................... [CV] ........................ C=1, gamma=1, kernel=poly, total= 2.4s [CV] C=1, gamma=1, kernel=poly ....................................... [CV] ........................ C=1, gamma=1, kernel=poly, total= 2.4s [CV] C=1, gamma=1, kernel=poly ....................................... [CV] ........................ C=1, gamma=1, kernel=poly, total= 2.4s [CV] C=1, gamma=1, kernel=poly ....................................... [CV] ........................ C=1, gamma=1, kernel=poly, total= 2.4s [CV] C=1, gamma=1, kernel=poly ....................................... [CV] ........................ C=1, gamma=1, kernel=poly, total= 2.4s [CV] C=1, gamma=1, kernel=sigmoid .................................... [CV] ..................... C=1, gamma=1, kernel=sigmoid, total= 6.2s [CV] C=1, gamma=1, kernel=sigmoid .................................... [CV] ..................... C=1, gamma=1, kernel=sigmoid, total= 6.1s [CV] C=1, gamma=1, kernel=sigmoid .................................... [CV] ..................... C=1, gamma=1, kernel=sigmoid, total= 6.1s [CV] C=1, gamma=1, kernel=sigmoid .................................... [CV] ..................... C=1, gamma=1, kernel=sigmoid, total= 6.2s [CV] C=1, gamma=1, kernel=sigmoid .................................... [CV] ..................... C=1, gamma=1, kernel=sigmoid, total= 6.3s [CV] C=1, gamma=0.1, kernel=rbf ...................................... [CV] ....................... C=1, gamma=0.1, kernel=rbf, total= 9.1s [CV] C=1, gamma=0.1, kernel=rbf ...................................... [CV] ....................... C=1, gamma=0.1, kernel=rbf, total= 9.1s [CV] C=1, gamma=0.1, kernel=rbf ...................................... [CV] ....................... C=1, gamma=0.1, kernel=rbf, total= 9.2s [CV] C=1, gamma=0.1, kernel=rbf ...................................... [CV] ....................... C=1, gamma=0.1, kernel=rbf, total= 9.2s [CV] C=1, gamma=0.1, kernel=rbf ...................................... [CV] ....................... C=1, gamma=0.1, kernel=rbf, total= 9.2s [CV] C=1, gamma=0.1, kernel=poly ..................................... [CV] ...................... C=1, gamma=0.1, kernel=poly, total= 2.4s [CV] C=1, gamma=0.1, kernel=poly ..................................... [CV] ...................... C=1, gamma=0.1, kernel=poly, total= 2.4s [CV] C=1, gamma=0.1, kernel=poly ..................................... [CV] ...................... C=1, gamma=0.1, kernel=poly, total= 2.4s [CV] C=1, gamma=0.1, kernel=poly ..................................... [CV] ...................... C=1, gamma=0.1, kernel=poly, total= 2.4s [CV] C=1, gamma=0.1, kernel=poly ..................................... [CV] ...................... C=1, gamma=0.1, kernel=poly, total= 2.4s [CV] C=1, gamma=0.1, kernel=sigmoid .................................. [CV] ................... C=1, gamma=0.1, kernel=sigmoid, total= 6.3s [CV] C=1, gamma=0.1, kernel=sigmoid .................................. [CV] ................... C=1, gamma=0.1, kernel=sigmoid, total= 6.3s [CV] C=1, gamma=0.1, kernel=sigmoid .................................. [CV] ................... C=1, gamma=0.1, kernel=sigmoid, total= 6.2s [CV] C=1, gamma=0.1, kernel=sigmoid .................................. [CV] ................... C=1, gamma=0.1, kernel=sigmoid, total= 6.2s [CV] C=1, gamma=0.1, kernel=sigmoid .................................. [CV] ................... C=1, gamma=0.1, kernel=sigmoid, total= 6.2s [CV] C=1, gamma=0.01, kernel=rbf ..................................... [CV] ...................... C=1, gamma=0.01, kernel=rbf, total= 9.3s [CV] C=1, gamma=0.01, kernel=rbf ..................................... [CV] ...................... C=1, gamma=0.01, kernel=rbf, total= 9.1s [CV] C=1, gamma=0.01, kernel=rbf ..................................... [CV] ...................... C=1, gamma=0.01, kernel=rbf, total= 9.1s [CV] C=1, gamma=0.01, kernel=rbf ..................................... [CV] ...................... C=1, gamma=0.01, kernel=rbf, total= 9.2s [CV] C=1, gamma=0.01, kernel=rbf ..................................... [CV] ...................... C=1, gamma=0.01, kernel=rbf, total= 9.2s [CV] C=1, gamma=0.01, kernel=poly .................................... [CV] ..................... C=1, gamma=0.01, kernel=poly, total= 2.4s [CV] C=1, gamma=0.01, kernel=poly .................................... [CV] ..................... C=1, gamma=0.01, kernel=poly, total= 2.4s [CV] C=1, gamma=0.01, kernel=poly .................................... [CV] ..................... C=1, gamma=0.01, kernel=poly, total= 2.4s [CV] C=1, gamma=0.01, kernel=poly .................................... [CV] ..................... C=1, gamma=0.01, kernel=poly, total= 2.3s [CV] C=1, gamma=0.01, kernel=poly .................................... [CV] ..................... C=1, gamma=0.01, kernel=poly, total= 2.4s [CV] C=1, gamma=0.01, kernel=sigmoid ................................. [CV] .................. C=1, gamma=0.01, kernel=sigmoid, total= 8.2s [CV] C=1, gamma=0.01, kernel=sigmoid ................................. [CV] .................. C=1, gamma=0.01, kernel=sigmoid, total= 8.3s [CV] C=1, gamma=0.01, kernel=sigmoid ................................. [CV] .................. C=1, gamma=0.01, kernel=sigmoid, total= 8.4s [CV] C=1, gamma=0.01, kernel=sigmoid ................................. [CV] .................. C=1, gamma=0.01, kernel=sigmoid, total= 8.3s [CV] C=1, gamma=0.01, kernel=sigmoid ................................. [CV] .................. C=1, gamma=0.01, kernel=sigmoid, total= 8.2s [CV] C=1, gamma=0.001, kernel=rbf .................................... [CV] ..................... C=1, gamma=0.001, kernel=rbf, total= 4.8s [CV] C=1, gamma=0.001, kernel=rbf .................................... [CV] ..................... C=1, gamma=0.001, kernel=rbf, total= 4.8s [CV] C=1, gamma=0.001, kernel=rbf .................................... [CV] ..................... C=1, gamma=0.001, kernel=rbf, total= 4.8s [CV] C=1, gamma=0.001, kernel=rbf .................................... [CV] ..................... C=1, gamma=0.001, kernel=rbf, total= 4.8s [CV] C=1, gamma=0.001, kernel=rbf .................................... [CV] ..................... C=1, gamma=0.001, kernel=rbf, total= 4.8s [CV] C=1, gamma=0.001, kernel=poly ................................... [CV] .................... C=1, gamma=0.001, kernel=poly, total= 2.7s [CV] C=1, gamma=0.001, kernel=poly ................................... [CV] .................... C=1, gamma=0.001, kernel=poly, total= 2.7s [CV] C=1, gamma=0.001, kernel=poly ................................... [CV] .................... C=1, gamma=0.001, kernel=poly, total= 2.6s [CV] C=1, gamma=0.001, kernel=poly ................................... [CV] .................... C=1, gamma=0.001, kernel=poly, total= 2.6s [CV] C=1, gamma=0.001, kernel=poly ................................... [CV] .................... C=1, gamma=0.001, kernel=poly, total= 2.8s [CV] C=1, gamma=0.001, kernel=sigmoid ................................ [CV] ................. C=1, gamma=0.001, kernel=sigmoid, total= 3.9s [CV] C=1, gamma=0.001, kernel=sigmoid ................................ [CV] ................. C=1, gamma=0.001, kernel=sigmoid, total= 3.9s [CV] C=1, gamma=0.001, kernel=sigmoid ................................ [CV] ................. C=1, gamma=0.001, kernel=sigmoid, total= 3.8s [CV] C=1, gamma=0.001, kernel=sigmoid ................................ [CV] ................. C=1, gamma=0.001, kernel=sigmoid, total= 3.9s [CV] C=1, gamma=0.001, kernel=sigmoid ................................ [CV] ................. C=1, gamma=0.001, kernel=sigmoid, total= 3.8s [CV] C=10, gamma=1, kernel=rbf ....................................... [CV] ........................ C=10, gamma=1, kernel=rbf, total= 9.2s [CV] C=10, gamma=1, kernel=rbf ....................................... [CV] ........................ C=10, gamma=1, kernel=rbf, total= 9.2s [CV] C=10, gamma=1, kernel=rbf ....................................... [CV] ........................ C=10, gamma=1, kernel=rbf, total= 9.3s [CV] C=10, gamma=1, kernel=rbf ....................................... [CV] ........................ C=10, gamma=1, kernel=rbf, total= 9.2s [CV] C=10, gamma=1, kernel=rbf ....................................... [CV] ........................ C=10, gamma=1, kernel=rbf, total= 9.3s [CV] C=10, gamma=1, kernel=poly ...................................... [CV] ....................... C=10, gamma=1, kernel=poly, total= 2.4s [CV] C=10, gamma=1, kernel=poly ...................................... [CV] ....................... C=10, gamma=1, kernel=poly, total= 2.4s [CV] C=10, gamma=1, kernel=poly ...................................... [CV] ....................... C=10, gamma=1, kernel=poly, total= 2.4s [CV] C=10, gamma=1, kernel=poly ...................................... [CV] ....................... C=10, gamma=1, kernel=poly, total= 2.4s [CV] C=10, gamma=1, kernel=poly ...................................... [CV] ....................... C=10, gamma=1, kernel=poly, total= 2.4s [CV] C=10, gamma=1, kernel=sigmoid ................................... [CV] .................... C=10, gamma=1, kernel=sigmoid, total= 6.1s [CV] C=10, gamma=1, kernel=sigmoid ................................... [CV] .................... C=10, gamma=1, kernel=sigmoid, total= 6.1s [CV] C=10, gamma=1, kernel=sigmoid ................................... [CV] .................... C=10, gamma=1, kernel=sigmoid, total= 6.1s [CV] C=10, gamma=1, kernel=sigmoid ................................... [CV] .................... C=10, gamma=1, kernel=sigmoid, total= 6.1s [CV] C=10, gamma=1, kernel=sigmoid ................................... [CV] .................... C=10, gamma=1, kernel=sigmoid, total= 6.2s [CV] C=10, gamma=0.1, kernel=rbf ..................................... [CV] ...................... C=10, gamma=0.1, kernel=rbf, total= 9.4s [CV] C=10, gamma=0.1, kernel=rbf ..................................... [CV] ...................... C=10, gamma=0.1, kernel=rbf, total= 9.4s [CV] C=10, gamma=0.1, kernel=rbf ..................................... [CV] ...................... C=10, gamma=0.1, kernel=rbf, total= 9.6s [CV] C=10, gamma=0.1, kernel=rbf ..................................... [CV] ...................... C=10, gamma=0.1, kernel=rbf, total= 9.4s [CV] C=10, gamma=0.1, kernel=rbf ..................................... [CV] ...................... C=10, gamma=0.1, kernel=rbf, total= 9.5s [CV] C=10, gamma=0.1, kernel=poly .................................... [CV] ..................... C=10, gamma=0.1, kernel=poly, total= 2.4s [CV] C=10, gamma=0.1, kernel=poly .................................... [CV] ..................... C=10, gamma=0.1, kernel=poly, total= 2.4s [CV] C=10, gamma=0.1, kernel=poly .................................... [CV] ..................... C=10, gamma=0.1, kernel=poly, total= 2.4s [CV] C=10, gamma=0.1, kernel=poly .................................... [CV] ..................... C=10, gamma=0.1, kernel=poly, total= 2.3s [CV] C=10, gamma=0.1, kernel=poly .................................... [CV] ..................... C=10, gamma=0.1, kernel=poly, total= 2.4s [CV] C=10, gamma=0.1, kernel=sigmoid ................................. [CV] .................. C=10, gamma=0.1, kernel=sigmoid, total= 6.2s [CV] C=10, gamma=0.1, kernel=sigmoid ................................. [CV] .................. C=10, gamma=0.1, kernel=sigmoid, total= 6.2s [CV] C=10, gamma=0.1, kernel=sigmoid ................................. [CV] .................. C=10, gamma=0.1, kernel=sigmoid, total= 6.2s [CV] C=10, gamma=0.1, kernel=sigmoid ................................. [CV] .................. C=10, gamma=0.1, kernel=sigmoid, total= 6.2s [CV] C=10, gamma=0.1, kernel=sigmoid ................................. [CV] .................. C=10, gamma=0.1, kernel=sigmoid, total= 6.3s [CV] C=10, gamma=0.01, kernel=rbf .................................... [CV] ..................... C=10, gamma=0.01, kernel=rbf, total= 9.2s [CV] C=10, gamma=0.01, kernel=rbf .................................... [CV] ..................... C=10, gamma=0.01, kernel=rbf, total= 9.1s [CV] C=10, gamma=0.01, kernel=rbf .................................... [CV] ..................... C=10, gamma=0.01, kernel=rbf, total= 9.1s [CV] C=10, gamma=0.01, kernel=rbf .................................... [CV] ..................... C=10, gamma=0.01, kernel=rbf, total= 9.3s [CV] C=10, gamma=0.01, kernel=rbf .................................... [CV] ..................... C=10, gamma=0.01, kernel=rbf, total= 9.2s [CV] C=10, gamma=0.01, kernel=poly ................................... [CV] .................... C=10, gamma=0.01, kernel=poly, total= 2.4s [CV] C=10, gamma=0.01, kernel=poly ................................... [CV] .................... C=10, gamma=0.01, kernel=poly, total= 2.4s [CV] C=10, gamma=0.01, kernel=poly ................................... [CV] .................... C=10, gamma=0.01, kernel=poly, total= 2.4s [CV] C=10, gamma=0.01, kernel=poly ................................... [CV] .................... C=10, gamma=0.01, kernel=poly, total= 2.4s [CV] C=10, gamma=0.01, kernel=poly ................................... [CV] .................... C=10, gamma=0.01, kernel=poly, total= 2.4s [CV] C=10, gamma=0.01, kernel=sigmoid ................................ [CV] ................. C=10, gamma=0.01, kernel=sigmoid, total= 8.0s [CV] C=10, gamma=0.01, kernel=sigmoid ................................ [CV] ................. C=10, gamma=0.01, kernel=sigmoid, total= 8.1s [CV] C=10, gamma=0.01, kernel=sigmoid ................................ [CV] ................. C=10, gamma=0.01, kernel=sigmoid, total= 8.0s [CV] C=10, gamma=0.01, kernel=sigmoid ................................ [CV] ................. C=10, gamma=0.01, kernel=sigmoid, total= 8.0s [CV] C=10, gamma=0.01, kernel=sigmoid ................................ [CV] ................. C=10, gamma=0.01, kernel=sigmoid, total= 8.1s [CV] C=10, gamma=0.001, kernel=rbf ................................... [CV] .................... C=10, gamma=0.001, kernel=rbf, total= 4.9s [CV] C=10, gamma=0.001, kernel=rbf ................................... [CV] .................... C=10, gamma=0.001, kernel=rbf, total= 4.8s [CV] C=10, gamma=0.001, kernel=rbf ................................... [CV] .................... C=10, gamma=0.001, kernel=rbf, total= 4.8s [CV] C=10, gamma=0.001, kernel=rbf ................................... [CV] .................... C=10, gamma=0.001, kernel=rbf, total= 4.9s [CV] C=10, gamma=0.001, kernel=rbf ................................... [CV] .................... C=10, gamma=0.001, kernel=rbf, total= 4.8s [CV] C=10, gamma=0.001, kernel=poly .................................. [CV] ................... C=10, gamma=0.001, kernel=poly, total= 2.4s [CV] C=10, gamma=0.001, kernel=poly .................................. [CV] ................... C=10, gamma=0.001, kernel=poly, total= 2.4s [CV] C=10, gamma=0.001, kernel=poly .................................. [CV] ................... C=10, gamma=0.001, kernel=poly, total= 2.4s [CV] C=10, gamma=0.001, kernel=poly .................................. [CV] ................... C=10, gamma=0.001, kernel=poly, total= 2.4s [CV] C=10, gamma=0.001, kernel=poly .................................. [CV] ................... C=10, gamma=0.001, kernel=poly, total= 2.4s [CV] C=10, gamma=0.001, kernel=sigmoid ............................... [CV] ................ C=10, gamma=0.001, kernel=sigmoid, total= 2.5s [CV] C=10, gamma=0.001, kernel=sigmoid ............................... [CV] ................ C=10, gamma=0.001, kernel=sigmoid, total= 2.4s [CV] C=10, gamma=0.001, kernel=sigmoid ............................... [CV] ................ C=10, gamma=0.001, kernel=sigmoid, total= 2.4s [CV] C=10, gamma=0.001, kernel=sigmoid ............................... [CV] ................ C=10, gamma=0.001, kernel=sigmoid, total= 2.4s [CV] C=10, gamma=0.001, kernel=sigmoid ............................... [CV] ................ C=10, gamma=0.001, kernel=sigmoid, total= 2.4s [CV] C=100, gamma=1, kernel=rbf ...................................... [CV] ....................... C=100, gamma=1, kernel=rbf, total= 9.2s [CV] C=100, gamma=1, kernel=rbf ...................................... [CV] ....................... C=100, gamma=1, kernel=rbf, total= 9.3s [CV] C=100, gamma=1, kernel=rbf ...................................... [CV] ....................... C=100, gamma=1, kernel=rbf, total= 9.3s [CV] C=100, gamma=1, kernel=rbf ...................................... [CV] ....................... C=100, gamma=1, kernel=rbf, total= 9.2s [CV] C=100, gamma=1, kernel=rbf ...................................... [CV] ....................... C=100, gamma=1, kernel=rbf, total= 9.2s [CV] C=100, gamma=1, kernel=poly ..................................... [CV] ...................... C=100, gamma=1, kernel=poly, total= 2.4s [CV] C=100, gamma=1, kernel=poly ..................................... [CV] ...................... C=100, gamma=1, kernel=poly, total= 2.4s [CV] C=100, gamma=1, kernel=poly ..................................... [CV] ...................... C=100, gamma=1, kernel=poly, total= 2.4s [CV] C=100, gamma=1, kernel=poly ..................................... [CV] ...................... C=100, gamma=1, kernel=poly, total= 2.4s [CV] C=100, gamma=1, kernel=poly ..................................... [CV] ...................... C=100, gamma=1, kernel=poly, total= 2.4s [CV] C=100, gamma=1, kernel=sigmoid .................................. [CV] ................... C=100, gamma=1, kernel=sigmoid, total= 6.1s [CV] C=100, gamma=1, kernel=sigmoid .................................. [CV] ................... C=100, gamma=1, kernel=sigmoid, total= 6.1s [CV] C=100, gamma=1, kernel=sigmoid .................................. [CV] ................... C=100, gamma=1, kernel=sigmoid, total= 6.1s [CV] C=100, gamma=1, kernel=sigmoid .................................. [CV] ................... C=100, gamma=1, kernel=sigmoid, total= 6.1s [CV] C=100, gamma=1, kernel=sigmoid .................................. [CV] ................... C=100, gamma=1, kernel=sigmoid, total= 6.2s [CV] C=100, gamma=0.1, kernel=rbf .................................... [CV] ..................... C=100, gamma=0.1, kernel=rbf, total= 9.6s [CV] C=100, gamma=0.1, kernel=rbf .................................... [CV] ..................... C=100, gamma=0.1, kernel=rbf, total= 9.7s [CV] C=100, gamma=0.1, kernel=rbf .................................... [CV] ..................... C=100, gamma=0.1, kernel=rbf, total= 10.1s [CV] C=100, gamma=0.1, kernel=rbf .................................... [CV] ..................... C=100, gamma=0.1, kernel=rbf, total= 9.6s [CV] C=100, gamma=0.1, kernel=rbf .................................... [CV] ..................... C=100, gamma=0.1, kernel=rbf, total= 9.9s [CV] C=100, gamma=0.1, kernel=poly ................................... [CV] .................... C=100, gamma=0.1, kernel=poly, total= 2.6s [CV] C=100, gamma=0.1, kernel=poly ................................... [CV] .................... C=100, gamma=0.1, kernel=poly, total= 2.5s [CV] C=100, gamma=0.1, kernel=poly ................................... [CV] .................... C=100, gamma=0.1, kernel=poly, total= 2.4s [CV] C=100, gamma=0.1, kernel=poly ................................... [CV] .................... C=100, gamma=0.1, kernel=poly, total= 2.3s [CV] C=100, gamma=0.1, kernel=poly ................................... [CV] .................... C=100, gamma=0.1, kernel=poly, total= 2.5s [CV] C=100, gamma=0.1, kernel=sigmoid ................................ [CV] ................. C=100, gamma=0.1, kernel=sigmoid, total= 6.3s [CV] C=100, gamma=0.1, kernel=sigmoid ................................ [CV] ................. C=100, gamma=0.1, kernel=sigmoid, total= 6.2s [CV] C=100, gamma=0.1, kernel=sigmoid ................................ [CV] ................. C=100, gamma=0.1, kernel=sigmoid, total= 6.2s [CV] C=100, gamma=0.1, kernel=sigmoid ................................ [CV] ................. C=100, gamma=0.1, kernel=sigmoid, total= 6.2s [CV] C=100, gamma=0.1, kernel=sigmoid ................................ [CV] ................. C=100, gamma=0.1, kernel=sigmoid, total= 6.1s [CV] C=100, gamma=0.01, kernel=rbf ................................... [CV] .................... C=100, gamma=0.01, kernel=rbf, total= 9.2s [CV] C=100, gamma=0.01, kernel=rbf ................................... [CV] .................... C=100, gamma=0.01, kernel=rbf, total= 9.2s [CV] C=100, gamma=0.01, kernel=rbf ................................... [CV] .................... C=100, gamma=0.01, kernel=rbf, total= 9.1s [CV] C=100, gamma=0.01, kernel=rbf ................................... [CV] .................... C=100, gamma=0.01, kernel=rbf, total= 9.2s [CV] C=100, gamma=0.01, kernel=rbf ................................... [CV] .................... C=100, gamma=0.01, kernel=rbf, total= 9.3s [CV] C=100, gamma=0.01, kernel=poly .................................. [CV] ................... C=100, gamma=0.01, kernel=poly, total= 2.4s [CV] C=100, gamma=0.01, kernel=poly .................................. [CV] ................... C=100, gamma=0.01, kernel=poly, total= 2.4s [CV] C=100, gamma=0.01, kernel=poly .................................. [CV] ................... C=100, gamma=0.01, kernel=poly, total= 2.4s [CV] C=100, gamma=0.01, kernel=poly .................................. [CV] ................... C=100, gamma=0.01, kernel=poly, total= 2.4s [CV] C=100, gamma=0.01, kernel=poly .................................. [CV] ................... C=100, gamma=0.01, kernel=poly, total= 2.4s [CV] C=100, gamma=0.01, kernel=sigmoid ............................... [CV] ................ C=100, gamma=0.01, kernel=sigmoid, total= 7.5s [CV] C=100, gamma=0.01, kernel=sigmoid ............................... [CV] ................ C=100, gamma=0.01, kernel=sigmoid, total= 7.6s [CV] C=100, gamma=0.01, kernel=sigmoid ............................... [CV] ................ C=100, gamma=0.01, kernel=sigmoid, total= 7.5s [CV] C=100, gamma=0.01, kernel=sigmoid ............................... [CV] ................ C=100, gamma=0.01, kernel=sigmoid, total= 7.3s [CV] C=100, gamma=0.01, kernel=sigmoid ............................... [CV] ................ C=100, gamma=0.01, kernel=sigmoid, total= 7.4s [CV] C=100, gamma=0.001, kernel=rbf .................................. [CV] ................... C=100, gamma=0.001, kernel=rbf, total= 4.8s [CV] C=100, gamma=0.001, kernel=rbf .................................. [CV] ................... C=100, gamma=0.001, kernel=rbf, total= 4.8s [CV] C=100, gamma=0.001, kernel=rbf .................................. [CV] ................... C=100, gamma=0.001, kernel=rbf, total= 4.8s [CV] C=100, gamma=0.001, kernel=rbf .................................. [CV] ................... C=100, gamma=0.001, kernel=rbf, total= 4.8s [CV] C=100, gamma=0.001, kernel=rbf .................................. [CV] ................... C=100, gamma=0.001, kernel=rbf, total= 4.7s [CV] C=100, gamma=0.001, kernel=poly ................................. [CV] .................. C=100, gamma=0.001, kernel=poly, total= 2.4s [CV] C=100, gamma=0.001, kernel=poly ................................. [CV] .................. C=100, gamma=0.001, kernel=poly, total= 2.4s [CV] C=100, gamma=0.001, kernel=poly ................................. [CV] .................. C=100, gamma=0.001, kernel=poly, total= 2.4s [CV] C=100, gamma=0.001, kernel=poly ................................. [CV] .................. C=100, gamma=0.001, kernel=poly, total= 2.3s [CV] C=100, gamma=0.001, kernel=poly ................................. [CV] .................. C=100, gamma=0.001, kernel=poly, total= 2.4s [CV] C=100, gamma=0.001, kernel=sigmoid .............................. [CV] ............... C=100, gamma=0.001, kernel=sigmoid, total= 2.2s [CV] C=100, gamma=0.001, kernel=sigmoid .............................. [CV] ............... C=100, gamma=0.001, kernel=sigmoid, total= 2.3s [CV] C=100, gamma=0.001, kernel=sigmoid .............................. [CV] ............... C=100, gamma=0.001, kernel=sigmoid, total= 2.2s [CV] C=100, gamma=0.001, kernel=sigmoid .............................. [CV] ............... C=100, gamma=0.001, kernel=sigmoid, total= 2.3s [CV] C=100, gamma=0.001, kernel=sigmoid .............................. [CV] ............... C=100, gamma=0.001, kernel=sigmoid, total= 2.2s
[Parallel(n_jobs=1)]: Done 240 out of 240 | elapsed: 22.6min finished
GridSearchCV(cv=None, error_score=nan,
estimator=SVC(C=1.0, break_ties=False, cache_size=200,
class_weight=None, coef0=0.0,
decision_function_shape='ovr', degree=3,
gamma='scale', kernel='rbf', max_iter=-1,
probability=False, random_state=None, shrinking=True,
tol=0.001, verbose=False),
iid='deprecated', n_jobs=None,
param_grid={'C': [0.1, 1, 10, 100], 'gamma': [1, 0.1, 0.01, 0.001],
'kernel': ['rbf', 'poly', 'sigmoid']},
pre_dispatch='2*n_jobs', refit=True, return_train_score=False,
scoring=None, verbose=2)
Obtaining the best parameters: The best parameters are C-10,gamma-0.001 and kernel='rbf'
grid.best_params_
{'C': 10, 'gamma': 0.001, 'kernel': 'rbf'}
Building the SVM Classifier using the optimal parameters:
svc_tuned = SVC(C=10,gamma=0.001,kernel='rbf')
svc_tuned.fit(X_train,y_train)
SVC(C=10, break_ties=False, cache_size=200, class_weight=None, coef0=0.0,
decision_function_shape='ovr', degree=3, gamma=0.001, kernel='rbf',
max_iter=-1, probability=False, random_state=None, shrinking=True,
tol=0.001, verbose=False)
Obtainin the accuracy score from prediction using test data:
acc_svc_tuned=accuracy_score(y_test,svc_tuned.predict(X_test))
acc_svc_tuned
0.9396471680594243
Conclusions: Part 1: The Mobilenet architecture along with data augmentation was found to perform the best as compared to other networks. Using upsampling along with convolution was found to yield better results than just using upsampling alone. The data samples were less in number as a result of which validation dice coefficient was low and overfitting could aso be observed. Part 2: The SVM trained using VGG network embedding vectors was found to be better than that obtained using inception network.